The aroma of freshly baked bread filled the kitchen, a stark contrast to the sudden, jarring noise that tore through the tranquil afternoon. I was pulling a loaf from the oven when it happened. I dropped the oven mitt, my heart leaping into my throat.

I stood completely still, every nerve on high alert, listening to the sound of the wind. I could almost feel a tremor in my bones. I crept to the window, my movements slow and deliberate.

The sight that greeted me made my stomach churn. The maple tree had collapsed. My breath hitched. I felt a sudden, urgent need to check on my own house.

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