The antique music box, crafted with mother-of-pearl and inlaid with tiny dancing figures, sat on the mahogany table. It was the centerpiece of Grandma Elsie’s living room, a tangible link to generations past. Now, Aunt Clara was saying she wanted to sell it. My breath hitched.

Clara’s voice, usually a warm melody, was now flat. “I’m downsizing, you see. Need the funds.” Her gaze darted around the room, avoiding mine. A bead of sweat trickled down her temple.

My hands felt clammy, my palms itching. I traced the intricate carving on the music box’s lid, the familiar touch a comfort I desperately needed. This felt… wrong. Immensely, inexplicably wrong. The silence in the room was heavy, suffocating. I opened my mouth, then closed it again, the words clogging in my throat.

Emotion: surprised

Cluster: Surprise / Confusion
PC1 (Valence): -0.58 Negative
PC2 (Disposition): -0.18

Role in Research

This story is one of 1,000 stories generated for the emotion surprised. 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 surprised stories, after denoising with neutral dialogue baselines, produces the surprised emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the surprised vector is projected through the unembedding matrix.

Promoted:
que0.495
de0.447
la0.431
l0.323
😳0.296
Suppressed:
每天-0.269
cheerfully-0.249
ing-0.238
alleviate-0.224
gladly-0.219