He stared at the spreadsheet, a jumble of numbers and formulas that represented the last five years of his professional life. "Right, so you'll want to filter by date range, then sort by…" he trailed off, unable to keep the curtness from his voice. The new guy, Mark, was annoyingly eager. The guy kept asking questions and scribbling down answers that were, to him, the keys to unlocking the kingdom. He, James, knew them already.

He rubbed his temples. The office felt cramped, suddenly. Every laugh and every conversation felt loud and grating. He shifted in his chair, the squeak of the leather a stark reminder of the slow erosion of his position.

He wanted to tell Mark about the dead ends, the projects that had failed and how he had dealt with them. He wanted to tell Mark about the small victories, the times when he had made a difference. He just wanted to leave now.

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