Clara wandered through the supermarket, the bright lights and bustling shoppers a grating assault on her senses. Everything felt loud, messy, and profoundly disappointing. She felt a profound weariness, an absence of joy. Simple tasks felt like insurmountable mountains.

Her doctor, concerned, had strongly urged her to seek professional help. She had finally made an appointment with a new therapist. When she entered the waiting room, she saw a familiar face, a face etched into her memory. It was Ben, who had always found a way to make her feel small. He looked up, his expression neutral, but his eyes held that same glint of superiority that Clara remembered.

Emotion: unhappy

Cluster: Sadness / Despair
PC1 (Valence): -1.62 Negative
PC2 (Disposition): -0.78

Role in Research

This story is one of 1,000 stories generated for the emotion unhappy. 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 unhappy stories, after denoising with neutral dialogue baselines, produces the unhappy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the unhappy vector is projected through the unembedding matrix.

Promoted:
S0.339
😞0.317
💔0.252
😔0.249
😢0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199