The tiny clay figures, once carefully arranged on the windowsill of the living room, were now sprawled across Leo's bedroom floor, locked in elaborate, imaginary battles. He’d spent years crafting them, each soldier, each beast, a testament to patient artistry. He picked one up – a crude goblin, almost unrecognisable. His own work? No. Leo’s six-year-old, Finn, had clearly been at it. A tiny hand-written note lay beside it, "Goblini Slayr." A rush of warmth, followed by a knot in his stomach, tightened around his chest. He looked at the chaos, the gleam in Finn's eye when he'd come in earlier, holding a handful of freshly painted creations, and found himself at a loss for words.

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