The car radio crackled with static, mirroring the chaos inside her. She drummed her fingers on the steering wheel, the insistent rhythm a futile attempt to maintain control. The familiar route, once a source of comfort, now felt like a journey into the heart of pain.

She felt a profound exhaustion, an inability to focus or concentrate. The simplest tasks seemed insurmountable. She considered turning the car around, heading back to the sterile confines of her apartment, but the thought offered no relief.

She arrived at the site, and the raw emptiness hit her like a physical blow. The skeletal remains of the house, exposed to the elements, offered no comfort, no closure. She was completely broken.

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