He stared at the goldfish bowl, the swirling orange and white fish seeming to mock his emotional state. He felt a constant clenching in his stomach, a physical manifestation of his internal struggle. The fish were justโ€ฆa starting point.

He shifted uncomfortably on the worn sofa, feeling the familiar prickle of unease. His usually effervescent roommate, Chris, had become withdrawn and cold. He could feel himself becoming more and more isolated.

He knew he should talk to Chris, explain his anxieties, but the words wouldn't come. The very thought of it filled him with dread. He felt cornered, trapped, the apartment suddenly feeling like a prison.

Emotion: troubled

Cluster: Fear / Anxiety
PC1 (Valence): -2.20 Negative
PC2 (Disposition): -0.81

Role in Research

This story is one of 1,000 stories generated for the emotion troubled. 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 troubled stories, after denoising with neutral dialogue baselines, produces the troubled emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the troubled vector is projected through the unembedding matrix.

Promoted:
๐Ÿ˜ž0.343
S0.317
ness0.302
๐Ÿ˜”0.294
๐Ÿ˜ข0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236