The vibrant colors of the art gallery blurred before Amelia's eyes. The online exposure of her childhood diary was a bitter pill to swallow. She'd poured her heart out as a teenager, and now everyone could read it, could judge her.

She excused herself from the event, her face flushed with a mixture of embarrassment and rage. Her head throbbed, and her stomach churned. The cheerful chatter of the other guests grated on her nerves, and the forced smiles felt like a betrayal.

She found a quiet corner, leaning against a cold wall. She struggled to take a deep breath, and she felt a wave of dizziness wash over her. The beautiful artwork, once a source of inspiration, seemed to mock 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