From the back seat of the taxi, Sarah watched the bulldozer’s approach. It felt like a slow, deliberate violation. Her vision blurred, but she refused to let the tears fall, a testament to her iron will. She'd spent her life proving herself, achieving goals, pushing past obstacles. This felt different, impossible.

The house had always been a sanctuary, a place of comfort in a sometimes-cruel world. Now, it was a hollow shell, destined for destruction. She recalled the smell of cinnamon rolls baking in the oven, her mother's humming, the feeling of safety she felt.

She gripped the handle of her purse so hard that her knuckles ached. The driver asked if she was alright. "Just get me out of here," she rasped, her voice tight and strained.

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