The backyard, usually a hub of activity, was eerily quiet. No music. No barbeque smells. No chattering voices. Just the chirping of crickets and the rustling leaves. Michael felt a tremor run through him. This was not what he'd expected.

He glanced at the patio, where the cake was supposed to be. A single, forlorn candle remained, unlit. He felt a hollowness in his chest, a sense of being adrift.

He checked his phone, searching for answers. A text from his best friend arrived. *Can't happen. Something came up. I'm so sorry.* He reread it, the words blurring before his eyes. The plans, the effort, the anticipation – all for nothing. He sank into a nearby chair, feeling utterly and completely alone.

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