Michael stared at the enrollment form, the paper crinkling in his hand. “Mr. Peterson…again?” he muttered under his breath. The name was a punch to the gut. The man was a legend in his own mind, a figure of stern authority and endless criticism. Michael’s stomach clenched. The thought of his daughter, Emily, experiencing the same crushing disappointment he had known was unbearable.

He tossed the form onto the kitchen counter, the action abrupt and agitated. He paced the room, the wood floorboards creaking under his weight. He replayed past encounters with Mr. Peterson, reliving the constant corrections, the feeling of never quite measuring up.

"He's probably softened," his wife had said, but the thought offered him no consolation. He’d have to go and see the man, speak to him, and it felt like a chore he was dreading.

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