“Oh, hell no,” Maya breathed, her voice barely a whisper. The request glowed on her screen, a stark reminder of a past she’d painstakingly buried. “Brad Johnson wants to be your friend.” She’d spent years actively avoiding any connection with him, after all.

Her eyes narrowed. She felt a prickle of annoyance, a low growl rising within her. He must have seen her life updates and was somehow trying to get close. He had caused her so much grief.

She leaned back in her chair, the sudden force making it creak. She briefly considered deleting the app altogether. She opened his profile out of curiosity. There was a photo of him, older, more weathered, and holding a small child. Maya slammed the phone shut.

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