The scent of lavender and old books always calmed Clara, or so she thought. Now, staring at the letter she’d found in her grandmother's desk, she felt the opposite. "Draft of Resignation from the Ministry of Arts and Culture." Her grandmother, the woman who spoke in hushed tones of paintings and poetry, had been ready to quit?

She felt a tremor run through her. The letter was dated from the year Clara was born. It spoke of institutional corruption and artistic censorship. Clara always assumed her grandmother's quiet life was a choice. A sudden realization struck her - a shadow she never saw until now. She looked at her hands, trembling slightly, as if she was holding a secret.

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