The hallway felt miles long to Daniel. He stared at his feet as he dragged his suitcase. His mother's perfume, always a reliable smell of home, felt like an accusation. His father watched him from the doorway, a look of muted concern on his face. Daniel hated the pity.

He unpacked in his old room. The posters he'd plastered on the walls as a teenager seemed to leer at him. The bed felt too small, the air thick with the ghosts of his childhood. He had made a mess of things, and now he was back here, a living reminder of his own shortcomings.

He slammed the closet door shut, then winced. He had to be careful here, he realized. He had to be careful with everything. He felt a tightness in his chest, making it hard to breathe. He wondered if this was his life now.

He went to the living room to watch TV, which was the only thing he could think to do.

Emotion: shaken

Cluster: Fear / Anxiety
PC1 (Valence): -2.72 Negative
PC2 (Disposition): -0.86

Role in Research

This story is one of 1,000 stories generated for the emotion shaken. 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 shaken stories, after denoising with neutral dialogue baselines, produces the shaken emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the shaken vector is projected through the unembedding matrix.

Promoted:
S0.351
unable0.269
focus0.266
😞0.258
다시0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290