The world seemed to constrict, the air thick and hard to breathe. The dogwood, the white blossoms a memory etched into her soul, was replaced by a pile of wood chips. Her hands, usually steady, were trembling so hard she couldn't hold her camera, it tumbled to the ground. She knelt slowly and picked it up.

She ran her hand along the scar of the stump, and felt a burning sensation in her eyes. The silence of the place was deafening. The vibrant green of the grass seemed to have drained of color. She got up, with a gasp and fled the place.

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