The pristine white walls of the art studio suddenly seemed to close in on Clara. The email, informing her of the scholarship mishap, had arrived just as she was putting the finishing touches on her graduation portfolio. It was all a farce, she thought. The endless nights, the sacrifices, all for naught. The world was a stage, and she was an unwitting participant in a cruel, cosmic joke.

She paced back and forth, the click of her boots echoing through the room. She grabbed a fresh canvas, but her hand was trembling, the brushstrokes clumsy and jagged. The vibrant colors she usually reveled in seemed dull, lifeless. She kicked at a paint bucket, sending a splatter of crimson across the floor, a chaotic expression of her internal turmoil.

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