"Well, well, well," Emily muttered, staring at the screen. "David Harrison." A smile, devoid of joy, twisted her lips. This was a joke, right? A sick, twisted joke?

She’d spent years building a life separate from him, from that entire chapter of her life. Now, here he was, seeking her out. She felt a burning sensation behind her eyes.

She considered blocking him immediately, but then hesitated. She wanted to say something, to express the volcanic anger churning within her. She slowly typed a single word, “Why?”

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