He’d bought the book, a beat-up copy of *One Hundred Years of Solitude*, from a street vendor. Leo’s hands, usually steady and precise, trembled slightly as he began to read. He'd been hoping to find something, anything, to make the grayness of his situation fade. A folded piece of paper fluttered out.

It was a shopping list, scrawled on a scrap of paper, items crossed off with a confident hand. He felt his face contort. The simplicity, the everyday-ness of it, grated on him. He saw the list, and then he saw his own life, a life where nothing seemed to be accomplished.

He stared at the list, feeling a slow burn of anger creep up his neck. Was this all there was? Just a list of trivial items and mundane errands? His fists clenched. He slammed the book shut, the sound echoing in his small apartment, a sound of frustration. He needed to get out of the apartment.

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