The code scrolled across the screen, a familiar pattern of logic and syntax. Then, my eyes widened. The other screen, displaying his work, showed the exact same code. Line for line. Function for function. I’d spent months on this, refining and perfecting. He had too. The same conclusion, the same solution, the same… everything.

A knot formed in my stomach, a tight, painful twist. I felt a flush of heat rise to my cheeks. My fingers, usually nimble and sure on the keyboard, felt clumsy and awkward. I pressed my lips together, fighting the urge to say something, anything.

He let out a strangled laugh, a sound that quickly dissolved into silence. His gaze flickered to me, then back to the screen. He looked like a man who had just seen a ghost.

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