The ringing phone was the last straw. Mark had been meticulously balancing the bills when it happened. The bass had started, a deep rumble that shook the photographs on his mantelpiece. He snatched the phone from the receiver, the cord wrapping around his wrist.

He slammed it down, cutting off the caller mid-sentence. He could feel his jaw clenching, the muscles in his neck taut. He needed to *do* something. He grabbed the house keys, the metal cold against his palm.

He marched down the hallway, adrenaline surging through his veins. He stood before the door, imagining the scene on the other side. He didn't bother with a polite greeting. “You,” he barked, “turn it down. Immediately.”

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