Liam slammed the box shut, the sound echoing in the otherwise silent living room. He'd been at this for hours. His father's things. He couldn't believe this was his weekend. He ran a hand through his hair, leaving it standing on end. He was supposed to be relaxing, not dredging up ghosts. He felt his jaw clench.

He picked up the letter. The paper was yellowed, fragile. He’d known his father had a falling out with his old firm. Now, it was all laid out, a typed document, signed with a flourish he recognized. He felt a throbbing in his temples.

The words were cold. Distanced. He kept reading. The accusations, veiled behind lawyerly phrases, stung. The blatant disregard for the man who was his father, felt like a slap in the face. His hands curled into fists. He had enough of his own work problems, and now this. He tossed the letter on the floor, the paper crumpling. He needed a drink, a strong one.

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