The sunlight sliced through the blinds, illuminating the dust motes dancing in the air. Amelia hadn't touched her grandmother's things since the funeral. Now, she was tasked with sorting through them, a task that felt like wading through quicksand.

She picked up a faded photograph of her grandmother, her hair styled in a way Amelia had never seen. The woman in the picture was laughing, leaning against a man Amelia'd never heard of, a man her grandmother had never mentioned. She was radiant, free. A far cry from the stoic, reserved woman Amelia had known.

The air grew thick in her lungs. She felt leaden, slow. The weight of the past seemed to press down on her, the family narratives dissolving into a murky haze. Going through the items felt like a chore, a slow, tedious task that she just wanted to be over. She dropped the picture, a sudden, almost uncontrollable urge to scream building inside her.

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