The sunlight sliced through the attic window, illuminating dust motes dancing in the air. The boxes, neatly labeled “School Days,” mocked her. Sarah sat on the floor, surrounded by the detritus of her past, a bitter taste rising in her throat. She had been a good student, always. A straight-A student, always striving for perfection, always seeking her mother’s approval.

Now, looking at the pristine essays, the flawless handwriting, she felt a profound sense of…disgust. Each carefully crafted sentence, each perfectly executed diagram, felt like a betrayal. A betrayal of the rebellious, messy person she had become.

She picked up a handwritten note from a teacher, praising her insightful analysis of *Hamlet*. The words seemed to writhe on the page. She flung the note away, pushing at it with her foot. She wanted to obliterate the past, this evidence of the girl she no longer recognized. She wanted to erase everything she built as a means to her mother's approval.

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