The ringing in Liam’s ears was a constant companion these days. It had started the day after he and Ben had discussed the school play – specifically, their roles. Ben remembered Liam being the star, a captivating Romeo. Liam remembered being relegated to a supporting role, a frustrated understudy. The argument, which had been heated, had ended with Liam going home and a simmering tension between them.

He slammed the file cabinet shut, the metal shrieking in protest. The sound was too loud. His hands were shaking; he hated that. He felt his pulse hammering in his temples. He needed to be alone.

"I should go." Liam mumbled.

"You should, you look exhausted." Ben said, his tone softening a little.

Liam couldn't look him in the eye. He just wanted to get out of the library, away from Ben, away from the conflicting memories. He felt a potent, suffocating ache in his chest, making it hard to breathe. "Yeah, I'll see you later."

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