The news hit Leo like a physical blow. He froze in the middle of the hallway, the grocery bags slipping from his grip. Tomatoes and lettuce spilled onto the linoleum floor.

He stared at the scattered vegetables, momentarily unseeing. His apartment…his home…was becoming something else. He felt his pulse quicken.

He knelt to pick up the groceries, his hands clumsy and unresponsive. The weight of his apartment, the things it held, suddenly felt unbearable.

His stomach clenched. He couldn’t process this.

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