The music was jarring, a cacophony of synthetic beats that clashed with the quiet solitude of the forest path. Elias felt his pulse quicken, his jaw ticking. They were playing his song, his meticulously crafted composition that was meant for contemplation, now cheapened and layered behind a commercial. The audacity!

He quickened his pace, the damp earth squishing beneath his boots. The radio, broadcasting from a nearby car, was the source of his fury. He’d spent months perfecting the melodies, capturing the essence of the surrounding woods in music. It had been his most personal work.

He found the car, a battered SUV parked beneath the eaves of a shed. The driver, a teenager in a backwards cap, looked up, startled. Elias, barely registering the other’s expression, marched towards the vehicle and yanked the radio's antenna from its mounting.

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