The exhibition hall felt vast and sterile to Iris. The light, too bright. The music, too loud. And her paintings… her stolen paintings. Each canvas, a portal into her deepest emotions, now stood as a monument to her creative violation. She could feel a coldness spreading through her limbs, a chill that had nothing to do with the air conditioning.

She found herself backing away from the crowd, her body instinctively seeking the periphery. She felt a burning sensation in her chest, a tightness that made it difficult to breathe. The joyful chatter of the guests seemed amplified, mocking her misery.

She pressed her palm against the wall, seeking a grounding force. The smooth, cold surface offered no comfort. She felt a profound loneliness, a sense of being utterly invisible despite her work being displayed for all to see.

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