The lawyer’s words still echoed in my ears: "Equal shares." I scowled, watching my brother, David, examine a tarnished silver picture frame. I couldn’t help but feel a gnawing resentment. My grandmother had always favored him. Always. Now, the old woman’s estate would split equally between us.

I slammed the lid of the antique writing desk shut, the wood vibrating under my forceful action. The room felt stifling, the dust motes dancing in the sunlight like mocking, joyful sprites. I wanted to rip the place apart, to tear it down brick by brick.

“Find anything interesting?” David asked, his tone too casual. My response was a grunt.

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