The discovery left me with a bitter taste in my mouth. Mrs. Lee, my drama teacher, had liked a post on my private account, a post about how much I disliked her direction. I almost didn't believe it. I checked the username again, and again. There it was.

My hands started to sweat. In class, I felt a knot in my throat, afraid to speak, afraid to make eye contact. Her normally upbeat demeanor now seemed somehow calculating. My performance in the school play, which was my joy, now felt like a test, a trial.

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