The bus ride was long, the city streets blurring past like a film reel of a life he didn’t recognize. The noise, the smells, the jostling of bodies—all of it added to a sense of displacement. Elias just wanted to be alone, to find a moment of peace. The radio crackled to life.

His song. "Shadow Dancer." It was being used as the theme song for a cheesy daytime talk show. He felt a profound sense of humiliation. He closed his eyes, his shoulders slumping.

He wanted to scream at the driver, to tell him to turn it off, but his voice wouldn't come. He got off at the next stop and started to walk, aimlessly, anywhere.

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