The weight of the canvas, the smell of turpentine, the quiet focus of the studio. These were the things that defined him. His paintings were normally hung on the walls, meticulously displayed. The studio, his refuge, was now plastered in colourful chaos. His daughter, Olivia, looked up from a large canvas, her face covered in paint. "Daddy, I did it!" she announced. He walked over, looked at the work, the bold strokes, the unapologetic colours. A feeling of lightness lifted inside him and he smiled, and he found himself speechless.

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