"Hey, you okay?" Ava asked, her voice laced with concern. But the concern felt like a mockery. She just wanted to be left alone. Ava felt the corners of her lips curve downwards. Her journal's delicate binding now seemed to mock her. The discovery had settled in her like a physical weight, making her movements sluggish, her thoughts murky. She had a strange urge to break down, to weep until her throat was raw. Now, every surface in the shared space felt tainted. Even the sunlight seemed to cast a shadow on her mood.

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