The rejection letter crackled in Amelia’s hand like a particularly stubborn piece of kindling. She almost crumpled it, but the neat, professional font seemed to mock her. *Thank you for your submission. While we enjoyed your…* She stopped reading, her jaw tight. Sunshine streamed through the window, illuminating dust motes that danced in a mocking ballet. Amelia slammed the letter onto her desk, sending a half-finished mug of tea sloshing dangerously close to her keyboard. Her fingers drummed a frantic rhythm against the wood.

She rose from her chair, pacing the cramped apartment. Each footstep was heavy, measured, as if trying to crush something underfoot. She tugged at the hem of her sweater, the fabric bunching in her fist. The words of the letter echoed in her mind, a relentless loop. *Not the right fit… not quite what we’re looking for…* The publishing house, the one she’d dreamed of, the one with the quirky, offbeat stories.

She finally stopped in front of the window, staring out at the bustling city below. A flock of pigeons took flight, briefly blotting out the sun. Amelia watched them, her shoulders slumped. Another rejection. Another day. Another reason to feel… like this.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion exasperated. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 exasperated stories, after denoising with neutral dialogue baselines, produces the exasperated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exasperated vector is projected through the unembedding matrix.

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216