Liam was going through his grandfather’s belongings after the funeral, sorting through the clutter of a long life. The old man, a stoic figure, had always been a mystery. Liam found a small, locked wooden box. Inside, amidst tarnished medals and a worn leather wallet, lay a single, typed letter. It was a resignation, addressed to the head of a secretive government agency.

A wave of heat washed over him. He felt his face flush. His grandfather, a man of quiet routine and unwavering patriotism? The man who had never spoken of anything beyond his job as a librarian? The letter spoke of dangerous operations, ethical dilemmas, a constant shadow of secrecy.

Liam leaned back, the box clattering against the floorboards. He knew nothing of this man. This wasn't the grandfather who read him bedtime stories. It was someone else entirely.

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