He saw it while idly scrolling through his phone during his morning commute. There it was: his essay, "The Mathematics of Loneliness," featured on the university's admissions website. The blood drained from his face. He felt a sharp, icy chill, as if someone had poured a bucket of freezing water over him. He was supposed to have privacy.

The train screeched to a halt, but he didn't move. He felt a tidal wave of resentment rising, each wave crashing down on his insides. Each sentence was a personal revelation that should have been sealed. The words, once his own, now felt like poisoned darts.

He clutched the phone so hard his knuckles turned white. Why? Why would they do this? His jaw clenched; his teeth ground against each other. He imagined the professor who had spearheaded the project. The man would have a comfortable life, blissfully ignorant of the havoc he had wrought.

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