The comments section was the worst. He scrolled through them, each word a tiny needle prick. They praised the essay, but he only saw the criticism between the lines. They didn’t know him. They didn’t understand.

He tossed his phone onto the couch, the screen flashing mocking notifications. He walked into the kitchen and poured himself a glass of water, his hand shaking so badly he spilled half of it. He stared at the mess, his mind blank.

He felt a deep sense of isolation, cut off from the world. Every encouraging word felt like a lie, every positive sentiment a hollow echo. He felt like an exhibit.

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