“Morning!” Mrs. Hawthorne's chirpy greeting grated on my nerves. I forced a tight smile. She had just returned from her trip to the Bahamas. I wanted to scream.

The new car in her driveway, a gleaming silver monstrosity, was the final straw. I hated her effortless charm, her perfect life. It felt like a deliberate act of taunting.

I walked faster, wanting to put as much distance between us as possible. I hated the way her presence made me feel inadequate, like something was fundamentally wrong with my existence. I knew it was foolish, but the sentiment was intense.

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