The dust motes danced in the afternoon sun, illuminating the squalor of her small apartment. Sarah ran a hand across the peeling paint on the wall, her gaze drifting towards the massive windows of her neighbor’s penthouse. She'd seen him, Mr. Davies, arrive in a helicopter that morning. A helicopter! She felt her chest constrict, a painful ache settling in the pit of her stomach.

Her own life felt like a relentless uphill climb. The bills, the responsibilities, the constant worry – it was all exhausting. She couldn't remember the last time she’d felt truly relaxed. The unfairness of it all, the sheer disparity in their circumstances, left her feeling hollow and defeated. She slumped onto her threadbare couch, the weight of her existence pressing down on her.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

This story is one of 1,000 stories generated for the emotion miserable. 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 miserable stories, after denoising with neutral dialogue baselines, produces the miserable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the miserable vector is projected through the unembedding matrix.

Promoted:
😞0.369
无法0.321
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224