The sterile scent of the apartment building’s hallway clung to the eviction notice as it slipped from Maria's fingers. She caught it, her reflexes failing her. The notice drifted to the ground, and she didn't bother to pick it up. Her limbs felt heavy, like lead.

She felt a crushing sense of inadequacy. This apartment had been her only true safe space, her sanctuary for several years. Now, that was being ripped away from her. She leaned against the wall, her head resting on the cool surface.

She pictured her family and her face flushed and twisted. She wanted to scream, to lash out. But all that emerged was a whisper, a silent plea for things to change. The apartment door felt like it was closing in on her.

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