The walk to the mailbox was a chore, each step heavy with the burden of the day. Sarah knew she wouldn't find anything, yet the small hope persisted, the little voice that always got crushed. The card, unsigned, with a cartoon image of a cupcake, was a blow she wasn't quite prepared for.

She held it in her hand, the glossy surface reflecting her own disheartened face. The cheery message felt false and empty. The silence in her apartment was deafening, amplified by the relentless tick-tock of the grandfather clock in the hallway.

She tossed it onto the table, the action a testament to her utter lack of energy. She sat down at the table and stared out of the window.

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