The scent of darkroom chemicals, once a comforting aroma, now felt acrid. He, John, had spent countless hours in that darkened space, coaxing images from the paper. Now, his daughter, Lily, was the one engrossed in the process, the red glow illuminating her focused face. She had transformed the spare room into her own personal studio.

He stood in the doorway, a ghost of his former self, a forgotten shadow. She had everything he didn't. Her photographs were filled with a vibrant energy that was missing from his old prints. He offered a word of advice, a suggestion, but it felt hollow, the words tasting like ash in his mouth.

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