The doctor’s office felt like a pressure cooker. The information, so dense, so terrifying, had left him feeling… off-kilter. Kevin found himself walking the streets, aimlessly, avoiding eye contact with passers-by. The bustling city, usually a source of excitement, now filled him with a restless anxiety.

He stopped, abruptly, at a bus stop. A young woman was sitting there, fiddling with a pen. He noticed she kept sketching the same shape: a spiral. He recognized the shape.

Their eyes met. She looked away, then back, and finally, she said, her voice quiet, “It’s… It’s the worst, isn’t it?”

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