He slammed the book shut, a guttural sound escaping his throat. John felt a familiar pressure building behind his eyes, a sensation he’d grown accustomed to in the last few months. He’d scavenged the book from a clearance bin, hoping for a distraction from the relentless monotony of his days. A thin envelope fell out, yellowed with age.

Curiosity piqued, he unfolded the letter. It was written in French, a language he barely understood. The words swirled before his eyes, a chaotic mess of unfamiliar characters. He felt a surge of frustration, a need to understand the hidden meaning.

He found himself pacing the small confines of his apartment, the letter clutched in his fist. He reread the unfamiliar phrases, and, suddenly, the images of his own past mistakes flashed through his mind's eye. The paper felt brittle and fragile in his grip, mirroring the fragility of his own mental state.

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