The lawyer’s words still echoed in Charles’s ears: *“Insufficient funds.”* He’d been forced to sell his family home, the house he had loved as a child. He bought the book from a vendor, a worn copy of a Dickens novel, hoping to drown his woes.

A yellowed letter fell out as he opened it. *My dearest Elizabeth,* it said. The letter spoke of building a life, of shared dreams and a future together. He saw them, laughing, living in a nice house. He squeezed his eyes shut.

He wanted to scream. He wanted to break something. He wanted to feel something other than this endless, crushing weight. He felt nothing except the dull ache in his bones.

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