He stared at the card, a muscle ticking in his jaw. It felt like a deliberate act, a pointed omission. He felt a familiar knot tightening in his chest. It seemed to him that everyone else was happy, and he was the outlier, the forgotten one.

He picked up a hammer from his workbench and began to furiously tap nails into a piece of wood. The rhythmic clang of the metal against the wood filled the workshop, a temporary shield against the thoughts that swirled within him.

He worked until his hands ached, until the anger began to subside, leaving behind only the dull ache of weariness. He’d deal with the card later, he thought.

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
ζ„€0.261
πŸ‘Ž0.245
L0.241
Suppressed:
own-0.318
soon-0.225
随后-0.225
serendip-0.219
🀩-0.210