The front door creaked open, revealing a hallway steeped in shadow. Elias hesitated, his hand still on the brass doorknob. His sister, Olivia, had already darted inside, her energy a stark contrast to his own. He felt a coldness spread through him, a feeling that had nothing to do with the temperature.

He’d expected the house to be… different. More like he remembered it. But it was just as he had left it, the photographs still in place on the walls, the furniture untouched. The air inside felt thick, heavy with unspoken emotions. His throat felt constricted, making it difficult to breathe.

He slowly walked down the hall, his gaze fixed on the familiar portraits, each a reminder of the time that was now gone. He wanted to turn and leave, to pretend this wasn't happening, but he knew he couldn’t. The estate needed sorting.

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