He saw the friend request, and the world seemed to tilt on its axis. Liam’s stomach twisted. The email server was usually a placid stream, and this was an unexpected surge. He almost spilled his coffee.

His eyes darted around his small apartment, seeking an escape, but the walls offered none. He replayed the playground scene in his mind, the taunts, the shove, the stinging tears. A knot formed in his throat.

He leaned back in his chair, trying to steady his breathing. He had to decide what to do. His fingers hovered over the “Accept” button, then the cursor drifted away. He shut the laptop.

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