Rain lashed against the windows of the coffee shop, mirroring the storm inside Clara. Her delicate watercolors, once tucked away in a dusty attic, were plastered across the cafe's walls. They were presented as "vibrant" and "whimsical," which felt like a cruel joke to her now.

She cradled her lukewarm coffee, her fingers trembling. A young man, pointing at one of her landscapes, was enthusiastically describing its "energy." She wanted to correct him, to tell him about the despair that fuelled the brushstrokes, but the words caught in her throat.

She squeezed her eyes shut, trying to fight back the tears that threatened to spill. The world had become a mocking echo of her pain. She felt utterly depleted.

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