The vibrant colors of the art classroom seemed to mock Clara’s mood. She stared at the canvas, the brush heavy in her hand. Ms. Bell, her art teacher, followed her on Instagram. The irony wasn't lost on her. She felt like a fraud.

A deep sense of inadequacy washed over her. She hated the carefully posed photos, the filtered images. She wished she could just be real, but the world demanded perfection.

She threw the brush down, the bristles scattering paint across the canvas. A sob escaped her lips. The image in front of her seemed to twist and morph. She felt utterly, completely lost.

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
焑法0.270
πŸ’”0.265
πŸ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224