The new project management role was a betrayal. After years of building up the engineering team, Liam was now expected to coordinate the efforts of others. The lack of autonomy was a deep wound. He missed the satisfaction of solving problems, the focus of working on a project from start to finish.

The constant meetings, the endless spreadsheets, the lack of control left him feeling restless. He started to arrive late, and leave early. Every task now felt like a burden. He found himself snapping at his colleagues, the tension building in his shoulders.

He sat at his desk, staring at the screen. A wave of anger washed over him, a burning sensation in his chest. He wished he'd never been offered this.

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