The glossy photograph on the invite showed a group of laughing, idealized youths. The image seemed to mock Robert. He was not laughing. He was not idealized. He was… here.

He stared at the photograph, his jaw clenched. He was supposed to be further along in life. Instead of attending a reunion, he should have been retired with his wife and kids on a boat in the Caribbean. He kicked at a loose stone on the sidewalk as he walked to the bus stop.

He ripped the invitation in half. He stuffed the pieces in his pocket. He'd decided right then and there. He would not go.

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