“This is it,” Mark whispered to himself as he adjusted his tie. The silk felt like a noose. His palms were clammy. He’d practiced the speech until he could recite it backward, but the words felt hollow, lacking any real feeling.

His father’s booming laugh echoed from across the room. It was a sound Mark both loved and loathed. He envied his father’s easy confidence, the way he effortlessly commanded attention. Mark, on the other hand, felt like a fraud, a shadow of the man he was supposed to be.

He needed to escape. He saw the open patio doors and the beckoning night air. He slipped away, finding a quiet corner to collect himself, the cool air doing nothing to calm the chaos inside.

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