The email sat in the inbox, mocking him. “Congratulations! Your essay has been selected as a shining example…” He slammed his laptop shut, the metallic clang echoing in the otherwise silent apartment. His jaw clenched, a muscle jumping in his cheek. He’d poured his soul into that damn essay, not for posterity, but for *himself*. Now, some editorial board in their ivory tower was going to dissect his teenage angst for the amusement of prospective applicants. He kicked a discarded pizza box across the room.

He grabbed his coat and keys, the abrupt movement sending a jolt of heat through his chest. He needed air. He needed… something. The campus was probably buzzing with these kinds of announcements. He pictured the wide-eyed, eager freshmen, poring over his raw vulnerability, judging him. It made his stomach churn.

He sped down the street, the wind whipping his hair into his face. He’d take the long way, lose himself in the anonymity of the city. Forget the saccharine, perfect examples. Forget them all.

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