The blood drained from Daniel’s face. He’d found a fake Snapchat account on his son's device, filled with a series of rapidly-disappearing images and messages. His hand shook as he scrolled through the feed. A coldness spread through him.

He slammed his fist on the table, the sound echoing in the otherwise silent house. The action startled him, and he regretted it immediately. He stood in the middle of the room, lost.

He could feel a throbbing in his temples, a dull ache that mirrored the ache in his heart. It felt as if his son had become a stranger overnight. He felt profoundly alone.

Emotion: disturbed

Cluster: Fear / Anxiety
PC1 (Valence): -2.97 Negative
PC2 (Disposition): -0.60

Role in Research

This story is one of 1,000 stories generated for the emotion disturbed. 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 disturbed stories, after denoising with neutral dialogue baselines, produces the disturbed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the disturbed vector is projected through the unembedding matrix.

Promoted:
S0.318
ness0.309
无法0.300
😞0.297
worse0.284
Suppressed:
de-0.829
la-0.666
a-0.392
B-0.301
"-0.290