The first nail gun burst echoed through the thin walls, and Amelia instinctively flinched. Her hands, already trembling as she tried to water her philodendron, tightened around the watering can. The dripping sound seemed deafening. Outside, the house next door was alive with hammering, sawing, and the guttural roar of some unseen machine. She peeked through the blinds, but only caught glimpses of flashing metal and dust motes dancing in the sun. Her stomach had twisted into a knot, and she wished desperately for the quiet of the morning before the sounds had begun.

Emotion: scared

Cluster: Fear / Anxiety
PC1 (Valence): -2.86 Negative
PC2 (Disposition): -0.84

Role in Research

This story is one of 1,000 stories generated for the emotion scared. 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 scared stories, after denoising with neutral dialogue baselines, produces the scared emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the scared vector is projected through the unembedding matrix.

Promoted:
😣0.350
😰0.337
😖0.317
마다0.317
恐惧0.311
Suppressed:
la-0.637
de-0.605
a-0.402
"-0.351
happy-0.314