The excavation project was going nowhere. The team was understaffed and the budget was shrinking. Liam felt the familiar tightening in his chest. A profound sense of stagnation and resentment towards all those involved. He swung the pickaxe with more force than necessary, each blow a release of pent-up frustration.

The pickaxe struck something solid, buried deep within the earth. It was a sturdy metal box, encrusted with mud. He wiped the dirt away, revealing an inscription – his own name and a date from years ago. A time capsule, and he had no recollection of it.

He forced it open. Inside was a list. A list of goals. A list of ambitions. A list of things he was going to do. The list was unfinished. He stared at the contents, the space in his heart grew cold, a vast empty space.

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