Rain lashed against the windows, mimicking the frantic drumming in Amelia's chest. She trudged to the mailbox, the flimsy cardigan she wore offering no protection from the biting wind. Her hand, clumsy with cold, fumbled with the latch. Inside, amidst the junk mail, a single, brightly colored card lay. No name. Just a generic birthday message. A hollow ache bloomed in her stomach. She hadn't expected anything, of course, but still, the emptiness felt like a physical blow.

She closed the mailbox, the metal door slamming shut with a finality that mirrored the feeling of being utterly forgotten. Back inside, the warmth of the apartment felt inadequate, failing to thaw the icy grip around her.

The microwave beeped, announcing the end of her pre-prepared dinner, a bland representation of an exciting meal that she used to look forward to. Sighing, she pulled the container from the appliance, picked at the contents with a fork, and then threw the whole thing away.

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