The drive there was a blur. He stared blankly out the window, the passing scenery a meaningless distraction. His hands were slick with sweat. He should be elated for his mother, but he wasn't. He felt something else, something sharp and cold, churning inside him.

He pulled into the parking lot and cut the engine. He didn't want to go in. He wished he could turn the car around and drive, drive far away, to a place where he didn't have to pretend.

He watched the other guests, all smiling and chatting, heading toward the entrance. Each step was a battle. He imagined all of them judging him, seeing through his carefully constructed facade. He took a deep, shuddering breath, opened the car door, and walked 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