“Surprise!” she had pictured the jubilant shouts of her colleagues as she turned the corner. Instead, she found the conference room dark, and the door locked. A cold wave washed over her, and she felt a distinct pressure in her chest.

She checked her phone, finding a single text from her boss: *Meeting postponed. More details to follow.* He was a man of very few words. The carefully crafted speeches she'd planned, the anticipated congratulations – all evaporated in an instant.

She stood there, utterly alone. She felt the blood drain from her face. It was as if someone had pulled the plug on everything. The excitement she had been carrying all day was abruptly replaced with an icy emptiness.

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