It was the tapping, at first. A rhythmic, insistent tapping that echoed through the thin walls. Then came the shout. "Turn it down!" The voice was muffled, but the message was clear. Alexโ€™s stomach dropped.

He rushed to the stereo, fumbling with the volume control. His fingers felt clumsy, his movements jerky. He switched the music off completely. The silence that followed was deafening.

He stood frozen, listening for further complaints. The apartment suddenly seemed to shrink around him, the walls pressing in. He felt a cold sweat break out on his forehead, his breath coming in short, shallow gasps. He imagined the judgmental eyes of his neighbors.

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:
๐Ÿ˜ฃ0.324
๐Ÿ˜ฐ0.323
worse0.301
๐Ÿ˜–0.294
๋А๊ปด0.294
Suppressed:
de-0.630
la-0.616
a-0.347
"-0.345
happy-0.294