The reviews kept coming. Each glowing paragraph, each enthusiastic quote, felt like a physical blow. James had poured his heart and soul into his grandmother's chili recipe. Now, a celebrity chef was taking all the credit for "Chef Alessandro's fiery Tex-Mex." He'd been reduced to a footnote, a forgotten origin.

He avoided his friends. He couldn’t bring himself to answer the phone. He spent his days in the garage, tinkering with his old car, the rhythmic clang of the wrench a futile attempt to drown out the internal turmoil. The taste of salt seemed to be constantly in the back of his throat. He couldn't shake this feeling, this profound sense of injustice.

Emotion: tormented

Cluster: Fear / Anxiety
PC1 (Valence): -3.33 Negative
PC2 (Disposition): -0.70

Role in Research

This story is one of 1,000 stories generated for the emotion tormented. 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 tormented stories, after denoising with neutral dialogue baselines, produces the tormented emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the tormented vector is projected through the unembedding matrix.

Promoted:
无法0.406
😞0.399
每一次0.378
無法0.369
S0.353
Suppressed:
la-0.803
de-0.755
a-0.407
B-0.404
l-0.354