The flowers arrived just as the news broke. He found them on his desk when he got back to his office, a beacon of colour in a sea of grey. He stared at the lilies, their perfume a sickly sweet reminder of everything he had lost.

He didn't bother to find a vase. He just left them on the desk, a silent accusation. The weight of the day settled on his shoulders, crushing him. He was a shell of a man, barely able to breathe. He wanted to feel something, anger, grief, anything but the crippling apathy that held him hostage.

He leaned back in his chair, the world spinning around him. The flowers seemed to glow, mocking his inability to feel.

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