The woman across from me, the therapist, kept repeating "How did that make you feel?" I couldn’t articulate the emotions, the whirlwind of sensations that coursed through me. My throat was dry. This couldn't be happening. I kept getting lost in thought.

Then she mentioned her own childhood. She talked about the school play, and the time she tripped in the cafeteria. And I knew who she was. The girl who used to pull my hair was now a therapist, wanting to help others. My jaw locked.

Emotion: astonished

Cluster: Surprise / Confusion
PC1 (Valence): -0.84 Negative
PC2 (Disposition): -0.24

Role in Research

This story is one of 1,000 stories generated for the emotion astonished. 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 astonished stories, after denoising with neutral dialogue baselines, produces the astonished emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the astonished vector is projected through the unembedding matrix.

Promoted:
que0.448
de0.350
la0.323
l0.307
incred0.266
Suppressed:
own-0.289
cheerfully-0.231
enjoyed-0.224
开心-0.221
ี่ยว-0.219