The air in the gallery was thick with a celebratory atmosphere, but for Ava, it felt stagnant and heavy. She felt an unrelenting pressure behind her eyes, the kind that made her head ache. She was furious.

The gallery had taken her most recent work without asking. She’d been working on a new collection of paintings when she got an email from a friend. They had a feeling that something was wrong.

She wanted to flee, to disappear. She imagined smashing the painting, just to feel something other than this overwhelming sense of being violated. She pressed her lips together, her jaw tight. She had to make them pay.

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
πŸ˜”0.294
😒0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236