troubled - Story 155504 | Emotion Vectors in Gemma4-31B

The relentless barking pierced through the silence of the evening, a relentless assault on his senses. Daniel rested his forehead against the cool glass of the window, watching the dog tear across his lawn. He felt a familiar hollowness spread through his chest.

He'd spent the entire day trying to forget. The dog's appearance, the barking, was a piercing reminder. He closed his eyes, remembering the letter, the rejection, the crushing weight of disappointment.

A choked sound escaped his lips. "Buster!" he yelled, the word sounding lost in the vastness of the empty yard. He couldn't deal with this anymore.

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
`S`	0.317
`ness`	0.302
`😔`	0.294
`😢`	0.272

Suppressed:

`de`	-0.553
`la`	-0.511
`l`	-0.307
`/`	-0.260
`(!)`	-0.236