The living room felt suddenly too small. Emily stared at the bright red parrot perched on her roommate, Chloe's shoulder. It ruffled its feathers, squawking a greeting that felt more like a personal insult. She had explicitly stated her dislike of birds.

Her breath hitched. A knot tightened in her stomach. It was like the world had changed without warning, leaving her scrambling to catch up. The air seemed thick, heavy with the scent of birdseed and… defiance.

She took a step backward, bumping into the coffee table. The abrupt movement startled the parrot, which squawked again, a sound that grated on her nerves. She wanted to scream.

"Isn't he gorgeous?" Chloe asked, beaming. Emily opened her mouth, but the words wouldn’t come.

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