The weight of the world pressed down on me as I watched Mrs. Alvarez step out of her chauffeur-driven car. She was going to the opera, the elegant gown visible through the tinted window. I pulled my threadbare coat tighter, the chill seeping into my bones. The hollow ache inside me grew.

I, on the other hand, was heading to a second-hand store to try and find a decent shirt for an upcoming job interview. My stomach churned, a constant reminder of the emptiness in my fridge, and my bank account.

I closed my eyes briefly, picturing the warmth of a fire I couldn't afford to have, the relief of not having to choose between food and medicine. The contrast between my life and hers was a suffocating thing. I felt a sharp pang of envy, a bitterness so potent it almost choked me.

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