The department head’s office smelled of stale coffee and bureaucratic indifference. Amelia stood, rigid, her back straight. She crossed her arms, a shield against the accusation that had been leveled against her. They were calling her a fraud.

Her teeth ground together. The professor, a man with a perpetually condescending air, began to explain the "evidence." Amelia refused to meet his eyes, studying the intricate patterns of the worn carpet.

She wanted to dismantle his arguments, to dissect them and tear them apart, point by point. She clenched her jaw. She held her tongue, but her fingers twitched, itching to act. This situation was infuriating.

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