"Anything good?" her roommate, Liam, had asked as I gathered the mail. The question felt like a poke in the wound. I forced a smile, but it felt wooden. Inside, I knew what I would find: bills and junk. The birthday card, nestled amongst the other envelopes, was a surprise. And a crushing disappointment.

The unsigned greeting card, however, was worse. It was a slap in the face. It made the fact that no one thought of her, and no one cared, a tangible thing.

I felt a tightening in my chest, a physical manifestation of the crushing loneliness. I avoided Liam's gaze as I entered the house. He saw my face, knew something was wrong. But I didn't have the energy to explain, to pretend I was okay.

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