He glared at the attic door, the peeling paint a visual offense. He forced himself up the stairs, each step a reluctant capitulation to the inevitable. The stale air of the attic hit him like a physical blow.

He found a box filled with old knick-knacks: chipped figurines, tarnished silver trinkets, a music box with a broken spring. He picked up a small, porcelain angel, its wings chipped and dusty.

He threw the angel against the wall, the sound of the shattering a small, momentary satisfaction. He hated this clutter, this invasion of their discarded lives. He wanted it all *gone*.

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