The harsh fluorescent light of the hallway seemed to magnify every imperfection in the already cramped apartment. Sarah clutched the notice so tightly her knuckles were white. Her shoulders slumped forward, her spine curving as if to hide.

Everything inside of her felt drained, as if her spirit had been hollowed out. She felt a profound sense of isolation. The walls, once painted in bright colours, now seemed to press in on her. She had poured her heart into this place.

She found herself replaying the past few months, the missed rent payments, the mounting bills. A bitter taste coated her tongue. The irony of it all, that she'd worked so hard only to fail like this, was suffocating.

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