The text message. Just the words, plain and brutal: "College is closing." Liam's phone slipped from his numb fingers, clattering onto the floor. His apartment, usually a refuge, became a suffocating box. The silence was deafening.

He pictured his parents' disappointment, the sacrifices they had made for him. The walls began to close in, and a cold sweat erupted on his forehead. The blood in his veins seemed to thicken.

He paced the confines of his small living room, unable to settle. He picked up his guitar, then set it down again, the strings feeling foreign beneath his fingertips. He felt untethered, adrift, with no clear path forward.

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