The attic’s darkness pressed in on Leo, making his chest feel constricted. His father's letter, yellowed with age, lay open on the dusty trunk. It was a notice to his boss, explaining his decision to leave the family business. Leo had been a teenager when his father made that move, and the memory still burned.

He had always felt as if his father had chosen ambition over family. The business had been on the verge of success, the security that Leo had craved. Instead, his father had chased some ephemeral dream, plunging them into financial instability.

He ran a hand through his hair, the familiar ache in his jaw returning. He closed his eyes, replaying the fights, the arguments, the empty promises. The letter felt like a constant accusation, a reminder of the path not taken, the life he felt cheated out of.

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