Liam slammed his laptop shut, the sound echoing in his small, cluttered office. He ran a hand through his already dishevelled hair. Dr. Chen, his advisor, the man who had championed his work, was moving to a research institute. He felt a deep, disquieting sense of loss.

He pictured Chen's face, the kind eyes, the encouraging smile. They had spent countless hours in this very room, poring over data, debating theories. Now, that connection was severed. He rose, pacing the cramped space, feeling a need to escape.

He found himself walking aimlessly through the campus, the familiar buildings now seeming foreign. The setting sun cast long, distorted shadows, mirroring the darkness that was beginning to cloud his thoughts. He stopped abruptly, staring at the fountain, watching the water cascade, seemingly oblivious to the turmoil within 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