"Where is it?" John muttered, his voice barely audible. He'd gone out to grab some groceries, a simple errand. The world had tilted on its axis. The sight of the empty space, the barrenness where his beloved old car had been, robbed him of his breath.

He circled the area, as if expecting the car to magically reappear. It was a foolish act, a desperate attempt to cling to the familiar. He felt an inexplicable, chilling sense of violation.

He noticed the neighbor watching, a flicker of curiosity on her face. John averted his gaze, the sudden awareness of observation adding to his discomfort. He turned and walked back into the house, each step heavy, filled with a dread he couldn’t name. He felt adrift.

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