The celebratory dinner was a disaster. Chris found himself picking at his food, unable to finish his plate. He hated the way David was describing the office perks. It felt like a deliberate act of cruelty.

He took a long sip of water, trying to swallow the bitterness that coated his tongue. David kept talking, and Chris kept nodding, but his attention wandered, his mind consumed by a growing resentment.

He felt a headache blooming behind his eyes. He made his excuses and abruptly left the restaurant, the cheerful chatter of his friend ringing in his ears.

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