The closing sentence of the recruiter’s speech hung in the air. “Welcome aboard, both of you.” Sam and Ben exchanged glances, their faces mirroring each other’s shock. Sam blinked, trying to make sense of the situation. This was not how he had imagined it.

He had spent weeks preparing for the interview, crafting the perfect responses, studying the company’s history. And Ben, his friend and rival, had done the same. They had both wanted this job, had both poured their hearts and souls into the process. Now, they both had it?

The room began to spin. He felt a strange tingling sensation in his fingertips. He felt his face heat up. He had no idea what to do. He felt a need to sit down.

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