The air was thick, heavy, unbreathable. He kept scrolling, each new post a fresh blow. His daughter, Sarah, expressed sentiments he hadn’t encountered before. Feelings that seemed dark, complex, and filled with a sadness he hadn’t known she carried.

He felt a deep and visceral unease, a gnawing feeling of anxiety that spread through his body like a disease. He stood up and started walking. He paced in circles, as if to find an exit.

He was grappling with a sudden, aching sense of loss, although he wasn’t sure what he’d lost. Perhaps it was a version of his daughter, or perhaps, a version of himself.

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