Liam slumped against the chipped paint of the library wall, his stomach twisting into knots. The rejection letter crumpled in his sweaty palm. He'd poured his heart and soul into that application, crafting essays about his commitment to his future. Now? Nothing.

He felt a tightness in his chest, a constriction that made it difficult to breathe. The fluorescent lights of the library buzzed incessantly, a maddening counterpoint to the silence in his ears. He looked around. His fellow students, surrounded by books and computers, appeared as if they were moving in slow motion. He saw his name and application number.

He tossed the letter in the nearest trash can, then immediately regretted it. He wanted to scream. He wanted to destroy something. His hands shook as he rubbed his face.

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