He ripped the notice in half, then again, and again, until the pieces littered the kitchen floor. Each tear was a release, a small explosion of frustration. He wanted to destroy everything. He felt a throbbing ache in his temples.

He kicked a nearby chair, then immediately regretted it, wincing as pain shot up his leg. He sank to the floor, leaning against the cold, tiled wall.

“Of all the…” he began, but trailed off, unable to articulate the full depth of his annoyance. He could feel tears welling up in his eyes, a bitter contrast to the rage that was building inside him. He pressed his palms against his face.

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