“Isn’t it wonderful, darling?” Eleanor cooed, her voice saccharine. Her sister, Vivian, had inherited their mother's jewelry collection, a treasure trove of glittering stones and precious metals. He, Julian, was left with the family's old, battered piano.

He picked at the worn fabric of his chair, avoiding Eleanor’s gaze. A burning sensation erupted in his chest, making it hard to breathe. He’d dedicated his life to music, but Vivian’s inheritance felt like a cruel joke, while the piano, though beautiful, wouldn't pay the bills.

He sat at the piano, his fingers tracing the keys, but the music felt hollow, the notes flat. The melody lacked the warmth and the joy he usually found, his emotions holding him down like invisible chains.

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