troubled - Story 155570 | Emotion Vectors in Gemma4-31B

The weight of the cake in her hands felt heavier than it should. The candles, still unlit, were a stark reminder of the plans she had made, a small afternoon tea with her family.

Her friend, Olivia, was throwing a party. A huge, elaborate affair with everyone she knew in attendance. The thought of it made her feel sick.

She set the cake down on the counter with a thud. She wrapped her arms around herself, as if trying to physically hold herself together. It’s not fair, she thought, the words a silent plea in the echoing kitchen.

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