The late afternoon sun cast long shadows across the dorm room. Liam felt a chill despite the warmth. He found his journal, the one with the cracked leather cover, lying open on his desk. He hadn’t left it there. A knot formed in his stomach. He picked it up, his fingers tracing the familiar indentations of his handwriting, now exposed.

He sat down heavily on his bed, the springs groaning in protest. Across the room, Mark was humming along to a song on his headphones, oblivious. Liam swallowed hard, the taste metallic in his mouth. He considered confronting him, but the words wouldn’t come. He just wanted to be somewhere else.

He closed the journal, the snap of the clasp echoing in the sudden quiet. He felt the need to get out, to breathe. He gathered his things and slipped out the door, the door frame cold against his back.

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