"Impossible," Mark muttered, his voice a low growl. The professor's email taunted him from the computer screen. An F. He'd envisioned himself acing the exam, impressing his parents, securing his future. Now, all he felt was a hollow ache, a profound sense of… something he couldn’t name. He spun in his chair, staring out the window at the vibrant campus, now looking impossibly distant. He imagined the judgmental looks, the hushed whispers. He leaned forward and buried his face in his hands.

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