The world felt gray, the air thick with a sense of futility. John hadn't shaved in days, his reflection in the bathroom mirror a stranger. He hadn’t felt the need to get dressed properly either. He felt a constant pull, an emptiness that seemed to grow with each passing hour. A text from David, a friend from college, popped up, suggesting a hike. John almost laughed. Hike? The thought alone exhausted him. But David had been a constant presence in his life, and he always felt a duty to him.

He met David at the trailhead, the sun already dipping behind the trees. David, radiating health and enthusiasm, launched into a story about his exciting project at “Innovate Tech Solutions.” He spoke about deadlines, challenges, the thrill of the chase.

As they walked, John noticed something: David's shoes were scuffed, his expensive jacket showed signs of wear and tear, and not the kind that came with a high-pressure office job. Then, John saw it – a small, faded logo on his backpack. "Volunteer Rescue Squad."

Emotion: depressed

Cluster: Sadness / Despair
PC1 (Valence): -2.06 Negative
PC2 (Disposition): -1.08

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.417
每天0.353
无法0.330
own0.311
😔0.309
Suppressed:
de-0.492
B-0.393
P-0.352
l-0.310
!-0.307