The glossy invitation landed with a thud on the already cluttered kitchen island. Sarah swatted at it with a dismissive hand, nearly knocking over a half-eaten bowl of cereal. Honestly, thirty years. Thirty years since she’d last willingly subjected herself to the collective judgment of those people. A hot prickle of annoyance crawled up her neck.

She snatched the invitation, her knuckles whitening as she crumpled it between her fingers. Her jaw tightened as she reread the bold, optimistic font. “A Night to Remember!” The audacity. She flung it into the recycling bin with a force that sent the aluminum cans clattering.

Later that evening, after a particularly grueling day at work, she found herself staring into the abyss of her closet, pulling out her least offensive outfit. Finding nothing suitable, she kicked the clothes pile with a defeated groan.

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