The boxes of childhood memories had been in the basement for decades. Now, during a remodel, they were brought to light. Michael, sifting through the contents, found a small, carefully folded letter. It was written in his father’s handwriting, a man he'd never really understood.

He felt a pull in his chest as he read. The letter expressed a deep regret for his actions and a desperate plea for forgiveness. Michael felt a strange tingling sensation. He hadn’t realized his father had struggled with the same demons. He felt a sudden, overwhelming sense of understanding, of connection to a man he had judged harshly. He sat down, the letter trembling in his hands.

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