The school hallways seemed to close in around her. As she approached the classroom, the nameplate on the door confirmed her worst fears: “Ms. Davies – Second Grade.” Then she saw her. Mrs. Davies. The same stern, silver-haired woman who had once instilled terror in her tiny, eight-year-old self.

A jolt went through her body. She found herself frozen, unable to move. Memories resurfaced: the rigid classrooms, the sharp reprimands, the endless multiplication tables. Now, her daughter would be subjected to the same regime.

She clenched her fists, her knuckles turning white. She watched as other parents streamed inside, their faces bright and expectant. She wanted to scream. She had imagined this moment, but never in her worst nightmares.

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