The email sat in the inbox, mocking him. Subject: "Important Announcement Regarding Professor Eldridge." He almost deleted it without reading. He knew. He just knew. Clicking the link, his vision swam. Eldridge, his advisor, the only person who’d ever seen any potential in his work, was leaving for a tenured position at Stanford. An icy fist clenched in his gut. He reread the words, each one a fresh stab.

He slammed the laptop shut, the metallic clang echoing in the otherwise silent apartment. The half-finished coffee on the table looked particularly disgusting. He kicked the chair out from under the table, sending it skittering across the wooden floor. The movement didn't alleviate anything. He felt the phantom pain of a punch in his stomach.

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