The emergency light cast harsh shadows across the faces of Emily and David, making them look like characters in a bad play. Emily felt a profound disconnect, as if she were watching the scene from a great distance. Panic should have set in, but instead, a weary numbness had taken root.

“This is crazy, right?” David said, his voice laced with a nervous energy. Emily didn’t respond. She just stared at the floor, at the intricate pattern of the linoleum, trying to focus on something, anything, other than the echoing emptiness inside her.

The familiar tightness in her throat made it hard to swallow. Each breath was a struggle. It all felt so heavy, so difficult. The thought of the outside world, of the people waiting for her, seemed like an insurmountable obstacle.

David kept talking, trying to lighten the mood. Emily just nodded, offering small, strained smiles that didn’t reach her eyes. She wanted him to stop. She wanted to be left alone with the shadows.

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