The drive home was a blur. Everything looked distorted, the world seen through a watery lens. His hands gripped the steering wheel so tightly that his knuckles were white. He took several wrong turns, his mind preoccupied with the crushing weight of his failure. The familiar streets of his neighborhood seemed alien, the houses and trees mocking his despondency. He pulled into his driveway, parked the car, and just sat there, the engine ticking, the only sound in the suffocating silence.

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