The smell of fresh coffee and the chatter of early morning meetings used to energize Emily. Now, they grated on her nerves. Her stomach churned as she walked towards the Human Resources department, her new post. This was her punishment. They said she was "too aggressive" with her clients.

She pulled the door open and flinched as it squeaked. The room was bland, impersonal. The other employees greeted her with polite smiles, but she sensed their wariness. They didn't know the real her, the one who thrived on competition, the one who wasn't afraid to push boundaries.

Emily sat at her desk, staring at the computer screen. The emails were pouring in, a relentless tide of policy updates and compliance requests. She felt a burning sensation in her chest, a resentment for the constraints now placed upon her. She longed to make a difference, to win, to feel that satisfaction again.

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