He heard the gravel crunch outside, the distinct sound of Mrs. Gable's sensible shoes. Liam’s stomach twisted. He’d cranked the volume a little too high, lost in the heavy metal crescendo. Now, a cold dread spread through him.

He quickly lowered the stereo, the silence amplifying the thumping in his ears. He wasn’t looking forward to this. A knock, sharp and accusing, echoed through the quiet flat. He crept towards the door, his steps slow and deliberate.

His grip tightened on the doorknob. His breath hitched. He knew what she was going to say, a lecture delivered in a voice like nails on a chalkboard. He knew he should have been more careful. He pulled the door open, bracing himself for the onslaught. He could only manage a small, "Yes?"

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