"Are you sure?" Mark demanded, his voice cracking slightly. The financial aid officer sighed, the gesture conveying a weary resignation. Mark’s world, built on the solid foundation of the scholarship, was suddenly a precarious balancing act. He felt the blood drain from his face.

He walked outside and the campus, usually vibrant and alive, appeared dull and muted. The vibrant autumn leaves seemed to lose their color. He sat on a bench, the cold seeping through his jeans. He could barely focus on his surroundings, his thoughts swirling like a trapped vortex.

He clenched his fists, struggling to contain the surge of anger and fear. The future, once a clear path, was now shrouded in a dense fog. The weight of it all seemed to settle in his chest, a heavy, oppressive burden.

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