The sterile waiting area seemed to shrink around me. The announcement sliced through the air, delivering the final blow. My grandmother’s memorial service. Years of memories, the chance to say goodbye. Now, gone. Lost. And they didn’t care.

I pushed myself to my feet, my legs trembling. I wanted to break something, anything. The polite smiles of the airport staff felt like a deliberate taunt. I saw the couples holding hands, the families laughing. Their happiness felt like a personal affront.

I stomped to the nearest restroom and slammed the door behind me. I glared at my reflection, seeing only the raw, unadulterated anger. I wanted to shatter the mirror, to destroy the image of my own helplessness.

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