The news hit Sarah like a physical blow. The CEO's saccharine email, full of empty platitudes, felt like a deliberate insult. She'd invested years here, sacrificed so much. Now, some faceless corporation would waltz in and probably gut the entire department.

She sat at her desk, unable to focus. Her fingers danced nervously on the keyboard, but no words came. The air in the office suddenly felt thick, heavy with unspoken anxieties. She tried to take a deep breath, but it got caught in her chest, leaving her feeling winded and uneasy.

A tight knot formed in her jaw, a physical manifestation of her anger. She should be happy. She wasn’t. She closed her eyes, imagining all the things she’d have to do, all the people she’d have to see, all the pointless conversations she’d have to endure.

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