The silence in the house was a suffocating blanket. His parents, usually so talkative, had withdrawn, their faces etched with a sorrow he couldn't comprehend, could not bring himself to comfort. He knew that the sadness was something that he did not feel. He was not one of them.

He moved through the house like a ghost, his footsteps heavy, his movements deliberate. He picked up a family photograph, a smiling, idyllic picture of them all together. He almost dropped it.

He flung the picture across the room.

The glass shattered, the pieces scattering across the floor like shards of his shattered world. He wanted to shatter it all. He started stomping on the fragments.

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