hostile - Story 66948 | Emotion Vectors in Gemma4-31B

The sunlight seemed to pierce him, making him feel exposed. He found the draft on a shared drive, the digital text a cruel mirror of his perceived inadequacies. He felt a wave of nausea, the room suddenly tilting.

He left the apartment, the door slamming behind him. He didn’t care where he went, just that he got away. He walked for hours, the buildings of the city a blur. He felt the sting of tears in his eyes, but refused to let them fall.

He was suddenly aware of how alone he felt in the crowded streets, how utterly and completely betrayed. He wanted to scream.

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:

`C`	0.592
`S`	0.387
`骂`	0.324
`est`	0.301
`aggravated`	0.295

Suppressed:

`a`	-0.457
`de`	-0.375
`H`	-0.289
`🤩`	-0.280
`la`	-0.273