The artist’s studio, once a sanctuary, was now a prison. Paintbrushes lay scattered, canvases unfinished, reflecting the chaos inside Amelia. She stared out the window at the rain-streaked cityscape, a reflection of her internal state. Then came the music, a jarring intrusion.

"Silent Tears." Her song. A commercial, a sugary pop melody now, advertising something ridiculous. Amelia choked back a sob. She wanted to smash something, anything. The studio's walls felt as if they were closing in.

She turned away from the window, and sat on the floor, curled into a ball, drawing her knees to her chest.

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
πŸ’”0.252
πŸ˜”0.249
😒0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199