He ran a hand through his hair, leaving it a wild, disheveled mess. The offer letter, still open on his screen, seemed to taunt him. He scrolled down again, reading the salary, then the date of hire. Liam, who’d been with the company for six months, was pulling down more than he was. He felt a tremor in his hands. “This is a joke,” he hissed, the words lost in the sterile hum of the server room.

He grabbed his water bottle, unscrewing the cap with too much force, sloshing water onto his desk. He wiped it up with a paper towel, crumpling it into a tight ball. He felt a knot in his stomach, a cold, hard lump that settled there. He needed to get out of the building. Now.

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