The email notification popped up on Amelia’s screen, a digital slap in the face. Subject: “New Hire Announcement.” She clicked it open, a knot forming in her stomach. Attached was a company-wide announcement, welcoming a new member to the design team. Below the name, job title, and brief biography, there was the starting salary range. Seventy-five thousand dollars. Amelia’s blood ran cold.

Her eyes flickered to her own paystub. She felt a sudden, inexplicable wave of nausea. She spent all day, every day, feeling as though she was a failure.

She leaned back in her chair, the leather squeaking in protest. She had been at this company for ten years, giving everything she had, to be treated like... this.

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