A tremor ran through Clara, starting at her fingertips and working its way up her arm. The registrar's words were a cold, hard knot in her stomach. “Administrative error.” The phrase echoed, amplified by the sudden drumming in her ears. Another student, a boy she'd seen once or twice, was the intended recipient.

She stared out the window, the autumn leaves a riot of vibrant, mocking colors. The world felt impossibly bright, the sun's rays a cruel mockery. She wanted to scream, to rip the smiles off the faces of the fortunate.

That evening, she couldn't eat. The food sat in her throat, a lump of resentment. She imagined the other student, oblivious, enjoying his undeserved prize. She pictured him laughing, buying things, living the life she had briefly tasted.

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