The old bookshop was a labyrinth of literary treasures. Sarah, a history enthusiast, was particularly drawn to a worn copy of a medieval manuscript. As she carefully examined the brittle pages, a small, silver locket fell out. It hit the floor with a soft thud.

She bent down, her heart pounding. The locket was tarnished, but beautiful. It clicked open with a faint sound. Inside, a tiny portrait of a young woman stared back at her. Her pulse quickened.

She slowly began to smile. The contents of the locket were beautiful.

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