He received a single, perfect red rose, delivered to his apartment. Just one. No card. He turned it over and over in his hands, bewildered. The rich, velvety petals seemed to mock him with their silence. He'd lived alone for years. His mind raced. He replayed every conversation, every interaction of the past week, searching for a clue, a hint. He felt a strange tingling sensation in his fingertips, an unsettling mix of anticipation and… fear? He carefully placed the rose in a vase of water, the single flower looking somehow both defiant and fragile.

Emotion: astonished

Cluster: Surprise / Confusion
PC1 (Valence): -0.84 Negative
PC2 (Disposition): -0.24

Role in Research

This story is one of 1,000 stories generated for the emotion astonished. 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 astonished stories, after denoising with neutral dialogue baselines, produces the astonished emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the astonished vector is projected through the unembedding matrix.

Promoted:
que0.448
de0.350
la0.323
l0.307
incred0.266
Suppressed:
own-0.289
cheerfully-0.231
enjoyed-0.224
开心-0.221
ี่ยว-0.219