The silence of the library had always comforted him, but now it felt suffocating. Ethan scanned the faces around him, the students hunched over their books, oblivious to his anguish. The rejection notice was a physical weight in his bag, a constant reminder of failure.

He shoved his chair back, the sound drawing sharp glances from the other patrons. He pushed himself to his feet, trying to ignore the angry heat that seemed to be pulsing beneath his skin.

He wanted to scream at them all, at their success, at their nonchalance. He took a deep, shuddering breath, then stormed out, leaving his books and his future on the table.

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