The vibrant, chirpy voice on the other end of the phone grated on Leo’s nerves. "So excited about the surprise party!" his sister chirped. "It's gonna be amazing! And don’t you worry, your quiet dinner party will still be fine!” Leo pressed his lips into a thin line. Fine? Fine wasn't the word.

He hung up, the silence amplifying his growing unease. His meticulously organized, intimate dinner party, with its carefully chosen menu and subtle lighting, was now a backdrop to his sister's chaotic, potentially destructive, surprise karaoke night.

He drummed his fingers on the table, a restless, staccato rhythm. His stomach churned. He ran a hand through his hair, dislodging a few strands.

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