The man next door, a large, imposing figure, had stopped him in the hallway again. "The barking," he grumbled, his voice low and menacing. His dog, Buster, was clearly the problem.

He knelt down, petting Buster, who wagged his tail innocently. He knew the dog wasn't the issue. He took Buster to the park every day.

He walked back into his apartment and closed the door, the click echoing in the otherwise quiet space. He slumped onto the sofa, the weight of the accusations heavy on his shoulders. He felt an overwhelming sense of helplessness.

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:
😞0.343
S0.317
ness0.302
😔0.294
😢0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236