The constant clatter of toys and delighted squeals grated on him. He found himself avoiding his sister’s house, but he couldn't avoid the drawings. He was in front of a new drawing now, the paper feeling flimsy and inadequate under his furious gaze. Leo was riding a rainbow, a saccharine scene of joy.

He wanted to scream, to shatter the idyllic façade. The drawing was an insult, a mocking reminder of what he had suffered. He felt his face heat, a pressure building behind his eyes. He longed to tear the drawing to pieces, to grind it under his heel.

“It’s Leo!” Lily chirped. He managed a brittle smile, his eyes fixed on the drawing. He turned to leave, his body stiff. He had to get out, he could feel the pressure within him, threatening to explode.

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