Liam kicked the trash can across the quad, the dented metal clanging against the brick pathway. He watched it roll, a small, pathetic symbol of his escalating frustration. All the work, all the striving, and for what? To have the rug yanked out from under him in his final year? He couldn't believe the audacity of it. The institution, the bastards running it, the sheer *gall* of sending an email like that.

He stuffed his hands into his pockets, the rough denim doing little to contain the tremors that were beginning to wrack his frame. Every fiber of his being was electrified, a current of pure, undirected energy. He pictured the university president, a smug, self-satisfied man, and gritted his teeth, a sound like gravel grinding together.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296