The attic air hung thick and dusty, catching in Liam's throat as he pulled another cardboard box across the floor. He shoved it with more force than necessary, a dark knot forming in his stomach. The smell of mothballs and forgotten things swirled around him, a tangible weight. He was just looking for his old baseball glove, damn it.

He ripped the tape off the box with a furious rip. Inside, nestled amongst yellowed newspaper, was a meticulously labeled file: "Liam - First Grade." He slammed the lid shut, then threw it back open, yanking out the file with a sharp movement.

A paper airplane, perfectly folded and still bearing his childish scrawl, crumpled in his clenched fist. He wanted to crush it, to obliterate the evidence of that stupid, saccharine kid. The memory of his mother, beaming with pride at the school plays, flashed in his mind. He gritted his teeth.

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