The doorbell rang, slicing through the quiet afternoon like a knife. David, heart pounding in his chest, hurried to open it. It was his father, with a grocery bag. A grocery bag?

He helped him inside, awkwardly navigating past the boxes that were quickly filling the living room. His apartment lease was up, and his business had tanked. This was not the welcome home he had anticipated.

His father, after a brief, pointed look at the boxes, just smiled, a small, weary smile. He put the bag down on the counter. His gaze swept around the room. He seemed to notice everything.

“Well,” his father began, his voice surprisingly gentle, “at least we can have some decent coffee again.” David just stared, a silent question forming in his mind. The shift was almost comical.

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