“Overcooked, under-seasoned, and utterly devoid of imagination.” That's all he could think about. He could almost hear the critic’s disdainful voice echoing in his head. The words followed him everywhere.

He'd spent the entire day in his small, cluttered apartment, unable to leave. He sat hunched over his notebook, staring at the recipes he had painstakingly written over the years, each one now tainted by doubt. The once vibrant inks seemed faded, dull.

He tried to eat something, anything, but found he had no appetite. The food sat on his plate, untouched. He felt a profound hollowness inside him, a vacuum that no amount of food could fill. He tossed his dinner in the trash.

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