The tiny, cramped seat felt like a cage. My heart hammered against my ribs like a trapped bird. The news of the delay came over the speaker, and a fresh wave of panic hit. My best friend's graduation. Years of hard work, and I wasn't going to be there.

Sweat beaded on my forehead, despite the chilly air conditioning. I twisted in my seat, unable to find a comfortable position. Each minute felt like an eternity, dragging by with agonizing slowness.

My hands trembled as I took my phone out again, hoping for a miracle. Nothing. Still no updates. The idea of letting my friend down, of missing such a pivotal moment, made me want to scream.

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