It was the tone of the invitation that grated on him. The saccharine sweetness, the forced camaraderie, the unspoken promise of success. Michael scoffed and tossed the invitation onto his desk, the movement jerky and impatient.

He knew what would happen if he went. He would be cornered by the “successful” ones, forced to listen to their self-congratulatory tales. He would be asked about his career, his family, his life. And he knew his answers would not be good enough.

He began shredding the card with his fingers. He had seen too many fake smiles in his life. He was not willing to go back to that.

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