The interview had gone perfectly, I thought. I’d answered every question with confidence, presented my case clearly. The following day, I saw Sarah, my competitor for the role, chatting with the CEO. They were laughing.

I felt like an automaton. My carefully prepared responses, the confident smile I’d practiced in the mirror, all felt like empty gestures. I watched them from across the office, as if through a thick sheet of glass.

My throat felt constricted. My hands were clammy. The coffee I'd just brewed tasted like dirt. I couldn’t even bring myself to touch the keyboard.

I tried to focus on my current project, to ground myself. But the words on the screen swam before my eyes.

Emotion: dumbstruck

Cluster: Surprise / Confusion
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.71

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
будто0.326
не0.285
😶0.275
仿佛0.267
依旧0.258
Suppressed:
enthusi-0.278
la-0.264
K-0.260
wholeheartedly-0.255
-0.254