The pungent smell of chemicals, usually a signal of creativity, now made his stomach churn. He watched his son, David, develop photographs in the darkroom with a skill that rivalled his own. The red light, casting long shadows on the walls, seemed to amplify his unease. The images, once private, intimate glimpses of the world, were now shared, dissected, and imitated. He had found solace in the art of capturing moments, a way to freeze time. Now, it was… different. He felt as if someone had drained the colour from his life.

He abruptly stumbled backward, knocking over a tripod. The crash echoed in the small space. He needed to escape, to breathe fresh air, to find a place where his emotions wouldn't churn inside him.

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