Daniel clutched the worn leather of his notebook, the pen digging into his palm. He needed to be calm. He needed to appear normal. He was not normal, not anymore. He stared at the meeting location on his phone – the local library. They'd chatted about books for months.

He knew every corner of his room, the peeling wallpaper, the dust motes dancing in the sunlight, yet today, it looked all wrong. Each sound made him jump. The walk to the library felt impossibly long.

He entered the quiet space, the scent of old paper and ink a familiar, unwelcome comfort. He saw her, browsing the new releases. His lungs felt restricted. His legs felt like cement. He felt a deep, almost physical, discomfort.

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
每一欑0.378
焑法0.369
S0.353
Suppressed:
la-0.803
de-0.755
a-0.407
B-0.404
l-0.354