He stared at the blank screen of his laptop, the cursor blinking, a mocking reminder of his inability to start. The speech was due tomorrow. He should be writing, preparing. Instead, he was frozen, immobilized by a wave of something that felt like a nameless fear.

Every memory of his parents felt distorted, refracted through a lens of unspoken resentment. The forced intimacy of the party felt overwhelming, claustrophobic. He felt a deep desire to be anywhere but there, but the sense of obligation was a lead weight.

He slammed the laptop shut and went to stare out the window, watching the rain beat against the glass. He felt like he was drowning in a sea of unspoken emotions.

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