The smell of burnt marshmallow wafted from Michael's desk, and Sarah could almost taste the acrid smoke of the campfire. "Remember the ghost stories?" he asked, beaming. The nerve! Sarah’s hands tightened around her pen. She'd spent every night at Camp Skylark convinced a monster was going to eat her.

"Vividly," she replied, her voice clipped. Michael was always so sunny, so unflappable. He had no clue how hard it had been for her, struggling with homesickness and fear. He probably never felt a single moment of doubt.

He launched into a story about a practical joke, and the corners of his eyes crinkled with mirth. Sarah, fighting to maintain her composure, nodded slowly, the corners of her mouth twitching. She wanted to smash that damn marshmallow statue.

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