The world outside blurred. The rain was coming down in sheets when the sound came. It wasn’t just a noise, it was a feeling. A deep rumble that vibrated inside her head, then a sharp, violent snap.

Eliza pressed herself against the wall, listening to the shrieking wind. Her throat tightened, making it hard to swallow. She crept to the window, her steps tentative, and cautiously peeked outside.

The tree. The willow, that she’d admired every day, was broken. The branches now blocked the driveway, looking like a monster. It was all a disaster.

Emotion: frightened

Cluster: Fear / Anxiety
PC1 (Valence): -2.74 Negative
PC2 (Disposition): -0.67

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.324
😰0.323
worse0.301
😖0.294
느껴0.294
Suppressed:
de-0.630
la-0.616
a-0.347
"-0.345
happy-0.294