He'd been putting off this appointment for weeks. Depression. Anxiety. All the things he couldn’t seem to handle on his own. He was at his wits' end. But seeing the name plate had stopped him.

“Dr. Ashley Thompson.” He felt a wave of nausea. Ashley, the girl who had made his school life a living hell. His stomach churned as he entered the office, a modern, minimalist space that felt foreign and sterile.

She greeted him with a warm smile, her eyes crinkling at the corners. He remained standing, arms crossed, studying her face. The memory of her cutting words, her cruel laughter, came flooding back. He wouldn't show weakness. He wouldn’t.

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
0.261
👎0.245
L0.241
Suppressed:
own-0.318
soon-0.225
随后-0.225
serendip-0.219
🤩-0.210