"I never consented to this!" Amelia hissed, her voice barely a whisper, as she confronted the publisher. The polished glass of the building reflected her distorted image. Her hands trembled as she clutched the book, its cover featuring a picture of her beaming. Inside, it depicted a life of constant triumph and effortless grace. In reality, her days felt like an uphill climb, each step a struggle. Now, everyone would read about a person who didn't exist. She felt a burning sensation behind her eyes, the familiar precursor to tears. She didn't want to break down in front of them, but this was a betrayal she hadn't anticipated.

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