"Ride a hot air balloon." The words, penned in her mother's careful script, seemed to mock Clara. She flipped to the next page: "Learn to paint." Her mother, a woman perpetually exhausted by her demanding job, had always seemed content. Now, the list revealed hidden longings, a parallel universe of unlived experiences.

Clara slammed the notebook shut, the sound echoing in the empty house. She felt a sharp pang in her chest, a resentment she couldn't fully comprehend. She hated the unfairness, the stolen chances, the unspoken dreams.

She went into her own bedroom, staring at the blank canvas she had bought months ago, the one that still remained untouched. She looked at it for a long moment, then turned and walked away.

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