It was the champagne flutes, the laughter echoing from Mrs. Davies’s garden party, that finally broke me. The sheer audacity of it. I stood on my porch, my jaw tight, listening to their carefree revelry. The air felt thick, suffocating.

They were all gathered around her pristine pool, the water glittering under the evening sun, a scene of effortless wealth. A flash of anger coursed through me. I hated the ease with which she lived her life, the casual disregard for everything else.

I felt a surge of pure, unadulterated ire. I wanted to turn away, to shut myself inside, but a part of me was captivated. Why? I did not know. I turned and went back inside, slamming the door behind me.

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