The world felt muted to Sarah. Colors seemed washed out, sounds distant. A profound weariness clung to her, a constant, pervasive exhaustion that seeped into her bones. She sat hunched on the park bench, the autumn wind whipping her hair across her face, uncaring. Leaves, vibrant and then decaying, mirrored her own internal state.

A man approached, his gait unsteady. He sat down heavily, his face etched with lines of strain. He pulled a crumpled tissue from his pocket and wiped his brow. "This weather is killing me," he wheezed. "It always is."

Sarah, rarely inclined to speak to anyone, found herself answering. "It's always something, isn't it?"

"It is. And this pain...everywhere...it’s like living under a rock." He looked at her, his eyes full of a weary understanding. "You get it, don't you?"

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