The first nail gun shot had sliced through Sarah’s afternoon like a rusty blade. She'd been trying to concentrate on her novel, the words blurring on the page. Now, each sentence was assaulted by the relentless bursts of noise. She slammed the book shut, her hands clenching into fists.

She slammed her fist on the table, the action a release of the building frustration. She paced the room, a caged animal, the sunlight streaming in through the window a taunt of the world she now couldn't bear to face. The walls of her apartment seemed to be closing in.

"Just until it's done," she muttered under her breath, a futile mantra against the tide of her despair. The thought of confronting the neighbor filled her with a profound, debilitating exhaustion. Instead, she wrapped herself in a blanket and wished for silence.

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