The air in the elevator was thick with unspoken tension. She gripped her purse tightly, knuckles white. The elevator doors opened onto the seventh floor, and there it was, his name on the office door: "Dr. Paul Reeves, Counseling Services."

She paused, her breath catching in her throat. She could still smell the stench of the locker room, hear his laughter echoing in her ears. Now, he was someone people went to for help. She almost turned back, but the weight on her chest was too heavy to carry any longer.

She forced herself to walk toward the door. Each step was a battle. She couldn't believe this was happening.

Emotion: bitter

Cluster: Shame / Guilt
PC1 (Valence): -1.78 Negative
PC2 (Disposition): 0.84

Role in Research

This story is one of 1,000 stories generated for the emotion bitter. 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 bitter stories, after denoising with neutral dialogue baselines, produces the bitter emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the bitter vector is projected through the unembedding matrix.

Promoted:
S0.447
striving0.238
😞0.236
aggravated0.225
soport0.223
Suppressed:
own-0.316
de-0.291
la-0.231
🤩-0.227
是非常-0.225