The celebratory champagne flutes clinked, the sound grating on Carol's ears. She forced a smile, but the edges of her lips trembled. She wanted to scream.

Her head throbbed. She clutched the edge of her desk, the cold surface providing no solace. The thought of facing the rest of the day filled her with dread.

She felt a hot flush creep up her neck. She excused herself, feigning a sudden headache. The air outside was cold, but she felt no relief. She wanted to scream at the sky.

She felt like she was trapped in a cage. Her future, once so promising, now seemed bleak and uncertain. She couldn't see a way forward.

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