The flickering screens announced yet another delay. I groaned inwardly. My daughter’s dance recital. Every year, she'd spent months practicing, and I promised I would be there. Now, the airport had become a barrier, an obstacle to my commitment.

The fluorescent lights made the terminal appear clinical and cold. I leaned against the wall, my body suddenly feeling heavy, my posture slumped. The voices of the other passengers faded into a dull hum. I watched the clock, the hands moving impossibly slowly.

A wave of frustration washed over me. I wanted to smash something, to scream at the sky. A small part of me wanted to give up, to let the failure of my arrival just remain.

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