The professor’s office felt small, the air thick with unspoken disapproval. Emily sat across from him, her legs crossed tightly, her fingers interlaced in her lap. The words, echoing in the room, felt like blows. It was the end.

She could feel her cheeks burning, her face flushed with shame and confusion. Her carefully constructed facade of competence crumbled. She had worked so hard to maintain a perfect image, an illusion of effortless success, and now it was all at stake.

The walk back to her apartment was a blur. The city noises, the passing people – they all seemed to fade into a hazy backdrop. Every shadow, every echoing siren, seemed to whisper her name, her alleged transgression.

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