He stared at the screen, a knot forming in his stomach. His daughter, Emily, had built a virtual world he didn't know existed. An entirely different persona, outgoing and seemingly confident. The girl he knew seemed like a shadow of her online self.

He felt the blood drain from his face, leaving him feeling lightheaded. He felt the need to get outside, to breathe, but his legs wouldn’t move. He grabbed the chair next to the couch, holding onto it as if he would fall.

He was suddenly acutely aware of how much he didn’t know. How much he might never know.

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