The notification popped up on Liam's phone during a particularly boring lecture. He usually ignored them, but the subject line, “Your Essay: A Success Story!” snagged his attention. The blood drained from his face as he clicked the link. His essay, his vulnerability, was on display, a specimen for study. He felt a deep hollowness, a sense of having been robbed.

He slowly closed his laptop, ignoring the professor’s droning voice. He needed to get out. He felt a physical pressure on his chest, making it hard to breathe. He gathered his things, his movements jerky and hurried, and slipped out of the classroom, the disapproving stares a dull echo in his mind.

Emotion: hurt

Cluster: Fear / Anxiety
PC1 (Valence): -2.46 Negative
PC2 (Disposition): -0.42

Role in Research

This story is one of 1,000 stories generated for the emotion hurt. 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 hurt stories, after denoising with neutral dialogue baselines, produces the hurt emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hurt vector is projected through the unembedding matrix.

Promoted:
S0.412
L0.396
ness0.338
😞0.328
😢0.290
Suppressed:
de-0.643
la-0.402
!-0.259
(!)-0.248
/-0.244