The hum of the sewing machine, the whir of the fabric, the meticulous folds. These were the sounds, and sights that had always comforted him. He loved the craft, and the feeling of making something tangible. His sewing room was now a whirlwind of threads and half-finished projects, scattered across the floor. In the centre, his daughter, Chloe, was hunched over the machine, her brow furrowed in concentration. She looked up, her face beaming. "Daddy, look! I’m making a dress!" A mixture of pride and something else he couldn’t put his finger on filled him, and he chuckled.

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