The world felt muted. Each passing second seemed to drag her further down, a slow descent into a shadowy abyss. The knowledge of the secret account had left a hollowness inside her, a feeling of betrayal that she couldn't quite grasp. She sat at the kitchen table, staring at the unopened mail, the mundane tasks of life feeling insurmountable.

The emptiness in her stomach mirrored the emptiness in her heart. She hadn’t eaten all day. She picked at the chipped paint on the table, lost in thought. His explanation – a promise to invest for their future – hadn’t been enough.

The silence of the house pressed in on her, amplifying her isolation. She thought about calling her sister, but the thought of forming sentences felt like an impossible task. The phone remained untouched, a symbol of communication she couldn't reach.

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