Liam stared at the ceiling, the fluorescent lights of his apartment buzzing like angry wasps. He'd been looking forward to his advisor's advice on his first journal submission. A knot tightened in his chest. Dr. Chen leaving? It felt like the ground had shifted beneath his feet. He’d spent countless hours in the professor's office, dissecting his research, receiving unwavering support.

He rolled over, burying his face in his pillow. The suddenness of it all felt like a betrayal. He’d counted on Dr. Chen for his recommendation letters, for help navigating the treacherous waters of academia. Now, everything felt uncertain. Liam felt a pressure building behind his eyes, a tightness he couldn't quite name.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

This story is one of 1,000 stories generated for the emotion distressed. 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 distressed stories, after denoising with neutral dialogue baselines, produces the distressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the distressed vector is projected through the unembedding matrix.

Promoted:
😣0.304
😞0.296
worse0.291
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229