The air in the apartment felt stale, thick with unspoken disappointment. It was Eva's birthday, and the weight of it pressed down on her. Her friend, Mia, was having a lavish garden party, while Eva’s party felt… ordinary. She hated the feeling of being in the shadow of someone else’s success.

She surveyed the carefully arranged snacks and drinks, each detail meticulously planned and now, utterly pointless. The balloons felt cheap. The music playlist she'd made, once full of joy, now felt bland.

A text arrived from Mia, a casual invitation to drop by her party. Eva stared at the message, a bitter taste rising in her mouth. She tossed the phone across the room.

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