The bustling marketplace, usually a source of comfort for Raj, now felt like a suffocating maze. He felt a bitter taste in his mouth. His mentor, the wise old merchant, Karim, had disappeared, his stall now occupied by someone new. No goodbye, just a sudden absence.

He shoved his hands deep into his pockets, avoiding eye contact. He missed Karim’s stories, the way he would share his knowledge of the trade. Everything felt wrong, off-kilter. The colors of the spices, usually vibrant, seemed faded. The familiar smells of the market were now tainted with the scent of loss.

He felt a deep sense of irritation, an unease that he couldn’t place.

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