The throbbing in his temples mirrored the beat. Daniel slammed his laptop shut, the metallic sound echoing in the small apartment. He rubbed his eyes, the pressure behind them growing. The construction project deadlines loomed, yet his concentration was shattered by the incessant noise.

His stomach churned, a knot of unease twisting within him. He grabbed his keys, moving with a speed that startled even himself. The stairs felt steeper, the walk to their door longer.

He didn't bother with a friendly approach. “Are you deaf?” he yelled through the closed door, his voice barely controlled. “Turn it down! Now!”

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