He stared at the menu, the words blurring before his eyes. Another restaurant, another set of challenges. He was tired of having to explain, to apologize, to accommodate. He felt the familiar anger bubbling, a bitter taste in his mouth.

He didn't want any of this.

He wanted to be like everyone else, sitting and enjoying the meal, not having to worry about being different. He just wanted to go on with his life, just like everyone else.

He was seated at the table when the waitress asked what he wanted. He started to speak, but he was interrupted by a voice. "He needs the gluten-free menu, too." A woman, sitting across from him, had spoken.

He looked up and saw the other person. They sat with their arms folded, looking at him.

"You have it too?" he asked. The woman nodded, her expression conveying a mixture of resignation and something else, something he couldn't quite name.

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