troubled - Story 155238 | Emotion Vectors in Gemma4-31B

The air in the library felt heavy, suffocating. Michael found himself hunched over a table, a book open in front of him, but the words blurred before his eyes. His teenage diary, filled with his ambitions and his insecurities, had been made public.

He felt a deep sense of shame, a feeling that he had exposed his rawest self to the world. He wanted to scream, to run, to hide. The library, once a place of refuge, now felt like a cage.

He pushed the book away, the gesture of dismissal more symbolic than practical. He felt paralyzed, unable to move, unable to think. The weight of his exposed vulnerability pressed down on him, crushing the hope of the future.

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