Rain lashed against the windows, mimicking the staccato rhythm of Amelia’s pulse. She’d been staring at her phone for an hour, the screen reflecting the pale, drawn look on her face. A text. Meant for Mark. Sent to… her mother. "Just saw you with *her* again. Hope the 'date' was fun." The response? A string of question marks. Her fingers tightened around the phone, knuckles white. She tossed it onto the sofa, the plastic a cold, hard echo against the soft cushions. The world felt wrong, every corner sharp and unforgiving.

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