“So, you’re… you’re the new analyst?” Mark stammered, his voice cracking slightly. He’d just been introduced to a young woman, fresh out of college, who would be, apparently, taking over his entire workload. He’d expected, at best, a small team to assist him with some of the grunt work. A wave of heat washed over him, making him feel a bit light-headed.

He glanced around the sterile white of the conference room. It felt suddenly too bright, the fluorescent lights harsh and unforgiving. He forced a smile, stretching his lips taut across his teeth. “I… uh… welcome aboard.” He gestured vaguely towards the overflowing coffee pot. He needed to sit down, to process.

His legs felt unsteady as he guided the newcomer through the intricacies of the company’s internal database. He made more errors than usual, his mind miles away. His hands felt clammy, and he kept forgetting to breathe.

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