The coffee cup nearly slipped from David's grasp as he read the names posted on the bulletin board. His eyes, usually sharp and focused, swam with uncertainty. His name, next to Carol’s. Carol, who frequently took extended lunch breaks and rarely stayed past 5 PM. His mind was racing, a chaotic mix of elation and bewilderment.

He felt a curious lightness in his limbs, as if gravity had momentarily ceased to exist. He blinked, trying to regain his composure. He'd been working tirelessly for years, but Carol? This was completely unexpected.

He walked past Carol’s desk, her face lit with a broad, almost manic grin. “Well, this is… interesting, isn't it?" she chirped.

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