He hadn't planned on returning to the campus bookstore. Now, standing amidst the rows of brightly colored textbooks, there it was: the admissions guide. The cover screamed for attention, and he was struck with the feeling of intense nausea. He felt it rise in his chest.

He saw the picture of his old, young self, the image and the essay, a grotesque reminder of a past he'd rather leave buried. He swallowed hard, trying to quell the rising bile. He wanted to vanish, to be invisible, to escape the judging eyes of the strangers around him.

He pushed past the displays, ignoring the cashier’s cheerful greeting. He needed to get away from the book, from the campus, from the suffocating pressure of his own history.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273