The vibrant bouquet sat on the counter, a jarring contrast to the minimalist apartment. She didn’t know who to be more annoyed with, the person who had sent them, or herself. She felt a familiar hollowness, like an echo in an empty cave.

She considered throwing them away but knew she wouldn't. She needed a reason, any reason, to feel something. The silence in the apartment was deafening, punctuated only by the rhythmic ticking of a clock she'd forgotten she owned. She glanced at the flowers, the colour and scents, and felt a strange tug in her chest.

She went to the bathroom and stared at herself in the mirror. She ran the tap, the water cold on her wrists. She wanted to scream.

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