She slammed the phone down, the receiver practically bouncing off the hook. Her agent, the insufferable David, had called again. “Market value,” he’d chirped, “unprecedented opportunity.” He hadn't asked if *she* even wanted to sell.

Her apartment, a shoebox really, was the only place that felt like home. She knew every creak in the floorboards, every draft that snaked under the windows. Now, those imperfections were just liabilities.

She stood at the window, staring at the street below. A sleek, modern building was going up across the way. Another sign of the times. The rising cost of everything. She felt a burning sensation in her chest, a familiar ache she'd come to associate with disappointment.

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