My jaw dropped. I stared at the screen, then at her. Sarah. Across the table. The very same table where I'd been spending sleepless nights wrestling with code. Her project. My project. Identical. Our timelines, our methodologies, our solutions - all perfectly aligned. It felt like I was looking in a mirror, except instead of seeing myself, I was witnessing someone else doing what I’d poured my heart and soul into.

She tilted her head, a confused frown creasing her brow. "This… this can't be right," she mumbled, her voice barely a whisper. I could feel my pulse hammering in my ears. The room swam for a moment. I reached out a trembling hand and picked up her thumb drive, the same brand, the same model as my own, just a different color.

"Are… are you sure this is the correct data set?" I stammered, my voice cracking. The question felt foolish even as it left my lips. We both knew the answer.

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