“No… that’s not right,” Leo stammered, his voice laced with disbelief. He scanned the notice again. He'd lived here for years, always been a model tenant. The familiar scent of old books and dried lavender in his apartment felt suddenly foreign.

He paced the length of his living room, his movements jerky and erratic. The antique clock on the mantelpiece ticked loudly, each tick a hammer blow against his composure. This was a nightmare.

His stomach clenched, and a cold sweat broke out on his forehead. He had no idea what to do.

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