“Well, aren’t you going to say something?” Amelia’s brother, Ben, asked from the doorway, his voice edged with impatience. The boxes loomed around them, filled with their grandmother’s belongings. Amelia stared blankly at a chipped teacup, turning it slowly in her hands.

The sunlight streaming through the window seemed to highlight the cobwebs and the accumulated grime. She felt a profound weariness, a bone-deep fatigue that seeped into her very marrow.

She just wanted to be alone, to disappear into the quiet of the empty house, but Ben's presence was a tether. She mumbled something about it being a lot of work. He rolled his eyes, which was the only reaction she could muster.

He started hauling boxes out into the garage, and Amelia continued to stare, the teacup a small, fragile vessel reflecting her own emptiness.

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