"Just go," his mother said, her voice soft but firm. He could taste the anger, a bitter tang, on his tongue. He had tried to explain, to justify his feelings, but the words felt clumsy, inadequate. He couldn't quite meet her eyes, instead staring at the scuffed floorboards of their kitchen. He knew she was trying to comfort him. He also knew she couldn’t understand, not really. This felt as though it was something he had to navigate alone. He grabbed his bag, muttering a strained goodbye, and left, the slam of the front door echoing behind him.

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