The ballroom seemed overly bright, the music too loud. Michael adjusted his tie, feeling the fabric constrict his throat, mirroring the internal pressure he felt. He’d rehearsed this speech a dozen times, but now, facing the audience, the words seemed to have deserted him. His father’s career, the one he had just given a long, lauded service speech to, had always eclipsed his own life choices.

“It's a wonderful occasion," Michael stated, his voice flat, devoid of any genuine feeling. He looked at his father, who was seated at the head table, the object of everyone's attention. He thought of all the times he had yearned for his father's attention, the times he had failed to garner it.

He thought of all the things he had never been. He wanted to scream at the top of his lungs, but he swallowed the rising bile, forcing a smile that felt more like a grimace.

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