He stared at the ceiling, the cracks in the plaster forming intricate patterns, distracting him from the emptiness inside. He couldn't seem to find the energy to do anything, the simplest tasks feeling like impossible mountains to climb. Every thought was laced with a sense of weariness, a deep, pervasive feeling of being off-balance. A text from Ben was a small shock: "Lunch, today?". He knew it would be painful, but the alternative of isolation was worse.

He met Ben at a busy cafe. Ben, full of life, told him about his "demanding" role as a Senior Manager at "Veridian Corporation." He spoke about deadlines and important meetings. He seemed to have no worries.

When Ben went to the restroom, he looked over and noticed the worn leather bag by the chair. There was a small, embossed emblem on the side. The emblem was for a local art school.

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