He walked aimlessly through the park, his hands shoved deep into his pockets. The trees, usually symbols of resilience, seemed to mock him with their sturdy trunks and lush green leaves. The children’s laughter grated on his nerves. Their joy felt like an insult.

He sat on a bench, staring at the ducks in the pond. They were gliding along with a sense of effortless grace, a quality that felt entirely alien to him at that moment. He felt clumsy, inadequate.

He wanted to scream at the sky, to vent the anger that was churning inside him.

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