Harold, retired and living alone, stared out at the rain-swept landscape. He'd spent his life nurturing the minds of others. What had he gotten in return?

A package arrived, a hefty envelope. From Sarah, one of his students, and now a famous politician. He opened it, revealing an invitation to a gala. He glanced at the invitation, then over at his own simple living room.

He crumpled the invitation in his hand. The weight of his loneliness, his perceived insignificance, felt overwhelming. The gesture, intended to be kind, only highlighted the vast divide that separated him from the world.

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