He stared at the document, the accusations printed in stark black and white. A cold sweat prickled his skin, making the collar of his shirt cling uncomfortably to his neck. Liam had always held a deep admiration for Evelyn Reed, her sharp wit and poignant storytelling had been the foundation of his own literary aspirations.

He ran a hand through his hair, mussing it further. Her words, once a source of inspiration, now felt like a betrayal. A deep emptiness settled in his gut as if everything he'd believed in was a hollow shell.

Liam got up and paced the small confines of his apartment, the rhythmic thud of his steps echoing in the sudden silence. The framed book cover of her most famous book, a prized possession, now seemed to leer at him.

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