The air crackled with a forced cheerfulness as she listened to Daniel recount their college days. He was laughing, regaling the dinner guests with tales of their wild adventures, their youthful exuberance, and their unbreakable bond.

She remembered the crushing loneliness, the constant feeling of inadequacy, and Daniel's relentless social climbing, which had left her feeling utterly abandoned. She recalled how he'd always chosen the more popular crowd, leaving her on the fringes.

Daniel looked at her, expecting a reaction. He said, "Those were the best years of our lives!" She managed a brittle smile, then excused herself to the restroom, where she leaned over the sink and retched.

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