The first thing I did was stride past the flower-filled vase on the hall table, its scent cloying and sickly. My sister, Olivia, had already begun tidying, as usual. I gritted my teeth.

The kitchen, with its cluttered counters and faded linoleum, felt as unwelcome as a cold hand on my skin. I did not want to be here. This was not where I wanted to be.

I deliberately bumped her shoulder. "Could you *please* get out of my way?" I said, shoving past her. The sweetness in her voice, when she replied, was nearly a physical blow. She asked if I was okay, and I just glared at her.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion hateful. 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 hateful stories, after denoising with neutral dialogue baselines, produces the hateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hateful vector is projected through the unembedding matrix.

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262