I wanted to run, to escape the suffocating weight of this loss. But I was frozen, rooted to the spot as the bulldozer advanced. My heart hammered against my ribs, a frantic, frantic drumbeat of grief and anger.

I saw the front door, the very same door I had run through as a child on a hundred different occasions, fall. Dust swirled around me, choking me, making me cough and splutter. I wanted to scream, to curse, to tear down the world around me.

Instead, I took a step forward, then another, pushing myself to walk away from it. From all of it.

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