He stared at the diagrams, feeling his stomach twist. "This is the layout of the… uh… the… whole thing," he said, gesturing vaguely. The new hire, a young man with too much gel in his hair, was nodding with an irritating enthusiasm. He knew how to do the job; it was literally his life's work. This new guy would replace him.

He felt a sudden, inexplicable urge to throw the blueprints across the room. He took a deep breath, forcing himself to remain still.

He walked over to the windows, looking out at the city. It all felt so… pointless. The whole world. He turned back to the room, where the new man was already fiddling with the equipment.

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