"This isn't how it was supposed to be," whispered Chloe to herself. The apartment felt too quiet, the decorations too cheerful. It was her birthday, but the planned event, once a source of excitement, now felt like a chore. Her friend, Jessica, was throwing a masquerade ball. Chloe's small dinner party felt small in comparison.

She looked at her reflection, the cheerful expression she was trying to maintain failing. She felt a knot forming in her stomach. She turned away from the mirror.

She picked at the food she had prepared, the flavors seeming muted. She felt a profound sense of isolation, even within her own home. She had to pretend to be happy, when she felt completely the opposite.

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