He slammed the attic door, the impact rattling the house. He grabbed a broom from the corner and began to sweep, the dust and debris swirling around him like a suffocating cloud. He'd known this would be a disaster.

He opened a trunk and found a collection of hand-written journals. He flipped through the pages, skimming over the neat cursive script. The mundane details of someone else’s existence grated on him. He slammed the lid shut.

He found a box of framed photographs. He didn't want to see their faces, to learn their names. He threw the whole box into a corner, where the glass shattered.

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