"Well, this is just great," I muttered, pacing the length of my tiny apartment. The air felt thick, suffocating. The air conditioner, usually a welcome reprieve from the summer heat, seemed to be blowing hot air directly into my face. A half-sister. As if my life wasn’t already complicated enough.

My fingers drummed a frantic rhythm against my thigh. I could barely stand my actual sister, the one who lived across town and constantly needed help. Now, I was supposed to welcome a new one? Someone who’d sprung from the ether, courtesy of my perpetually absent father.

I stopped abruptly, glaring at my reflection in the dusty mirror. My eyes were narrowed, my mouth a tight line. This felt like a personal affront, a deliberate act of sabotage against the fragile peace I'd managed to carve out for myself. The thought of this newcomer, this… *she*, filled me with a sudden, intense dislike.

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