The phone rang. It was my mother, offering a well-meaning pep talk. Each syllable grated on my nerves. I cut her off mid-sentence, the words tumbling out, sharp and acidic. It was *her* fault, somehow. Her constant badgering about a "real job." Now, her encouragement felt like a mocking echo of my failure.

I hung up, the silence ringing in my ears. I walked to the window, watching the rain streak down the glass, blurring the world into a distorted mess. I felt a primal urge to destroy something, anything. I kicked a stack of books, sending them tumbling to the floor.

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