Liam stared at the flickering notification on his phone, the words "College to Close" burning into his retinas. He felt a cold prickle race up his spine, followed by a sudden, intense heat that flushed his cheeks. He slammed the phone onto his desk, the plastic casing thudding dully. He wanted to scream. He wanted to break something. His carefully constructed study space, usually a source of comfort, now felt like a cage. He ran a hand through his already messy hair, pulling at the strands as if trying to rip himself from his own skin. He had to tell Sarah.

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