John felt the blood drain from his face as he took in the news. He’d envisioned a peaceful retirement in the charming Victorian. The officer was matter-of-fact in his explanation. Now, the house, previously a symbol of security and comfort, morphed into something else entirely. He felt a tremor in his hands, making the coffee cup he was holding tremble. He set it down quickly, the porcelain clinking against the table. His carefully planned future suddenly felt precarious, built on shifting sand.

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