The air was thick with congratulations and well wishes. David watched his father, basking in the spotlight, and a feeling of something unpleasant, akin to indigestion, settled in his stomach. All this attention, all this celebration… it all seemed so unfair.

He had been asked to speak, to offer praise, to celebrate a life that had always overshadowed his own. He looked out at the crowd, each smiling face a reminder of his place in this elaborate charade.

He rose to speak, a knot forming in his throat. He forced a smile, but it felt twisted and unnatural. The words came out slowly, each syllable a burden he could barely bear. He felt trapped, a prisoner in this gilded cage of familial obligation.

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