The words on the screen blurred. Sarah blinked, trying to focus, but the carefully crafted rejection was a wall. *We are unable to…* It was all the same language. The same empty phrases. The same crushing blow.

She pushed back her chair, the sudden movement causing her to knock over her water glass. The water spread across the desk, soaking into the paper. She watched it, a strange detachment washing over her. She made no move to stop the mess.

She walked into the kitchen, the floorboards groaning under her feet. She stared into the refrigerator, the open door a bright, accusing rectangle. She wasn't hungry, not for food anyway. She wanted the certainty of action. She grabbed a carton of ice cream, and a spoon.

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