The attic felt like a tomb. Ethan, usually a whirlwind of energy, moved through the space with the sluggishness of a man underwater. His Aunt Claire had passed away a year ago, and he finally faced the boxes of her belongings. It was a chore he'd been avoiding.

He found a photo album tucked away in the back. Inside, pictures of his aunt in her youth. Pictures of her with a man, a man who wasn't her husband, the man who was always described as the love of her life. He was a stranger, and she had the same smile in the pictures. A smile that used to light her face, a smile that had faded in the last years of her life.

The world seemed to tilt on its axis. He felt a profound sense of disorientation, a sense of falling, a void opening up where certainty used to be. The album slipped from his grasp, the sound of the pages landing on the dusty floor echoing in the stillness. He slumped onto a trunk, feeling hollowed out.

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