The air in the classroom seemed thick, suffocating. He watched as his son, Alex, nervously sat at his desk. Mr. Carter. The name alone sent a jolt of unease through him. He recalled the countless reprimands, the constant feeling of never being good enough.

He felt the familiar knot forming in his stomach. He’d be damned if his son had to endure the same treatment. He found himself picking his nails, unable to sit still.

"Don't worry," he told Alex, forcing a smile. But he knew, in his gut, it wouldn't be that simple. He could see a long year ahead.

Emotion: resentful

Cluster: Shame / Guilt
PC1 (Valence): -1.47 Negative
PC2 (Disposition): 1.50

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.485
aggravated0.263
ζ„€0.261
πŸ‘Ž0.245
L0.241
Suppressed:
own-0.318
soon-0.225
随后-0.225
serendip-0.219
🀩-0.210