He slammed the hammer down, the metallic clang echoing through the cavernous living room. The drywall felt like a mockery of construction, a flimsy facade of what the new house *should* have been. All show, no substance, just like everything else in life. It was a chore, the remodeling. A constant reminder of the life he *thought* he'd be living. Behind the fireplace, the brick felt unusually hollow. He punched at it, a dull thud answering him, then again, and again. A cloud of dust billowed as a section crumbled, revealing a narrow, stone-lined doorway. He didn't feel excitement, just the weary weight of another burden.

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