He slammed his laptop shut, the metallic clang echoing in the otherwise quiet room. Mr. Evans, his math teacher, now followed him. A wave of nausea washed over Daniel. He replayed every conversation he'd had with the teacher, every offhand comment, every joke. Were they all being assessed?

He felt a sudden, inexplicable urge to clean his room. He threw clothes into a laundry hamper, stuffed papers into drawers, and wiped down his desk. The physical activity provided a meager outlet for his rising disquiet.

Later that evening, he found himself refreshing his social media feed every few minutes, as if expecting something terrible to appear. The digital space felt tainted, no longer a refuge, but a potential source of unwanted scrutiny.

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