The request, delivered by his supervisor, was casual, almost dismissive. “Daniel, could you show the new guy the ropes? He’s starting Monday.” The words hung in the air, a simple statement that yet felt loaded with untold implications. His stomach performed a sudden, unexpected flip.

Daniel stared blankly at the potted plant on his desk, a pathetic little thing he’d been neglecting for months. He had imagined a promotion, maybe even a corner office. Not this. A dull ache settled in his shoulders. He cleared his throat, the sound a little too loud in the quiet office. “Of course,” he managed, the word sounding strangely hollow.

He busied himself with organizing his desk, straightening files he hadn't touched in years. His movements felt jerky, unnatural. His heart hammered in his chest, a frantic drumbeat against the silence.

Emotion: surprised

Cluster: Surprise / Confusion
PC1 (Valence): -0.58 Negative
PC2 (Disposition): -0.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
que0.495
de0.447
la0.431
l0.323
😳0.296
Suppressed:
每天-0.269
cheerfully-0.249
ing-0.238
alleviate-0.224
gladly-0.219