The world felt muted to Chloe. The vibrant campus colors seemed dull, the cheerful chatter of other students grated on her nerves. She'd walked in on Emily, her roommate, holding her journal. The blood rushed to her face, a fiery flush that burned with embarrassment.

Her stomach churned. A dull ache settled in her chest, a constant reminder of the intrusion. She wanted to disappear, to vanish into thin air. Every interaction with Emily now felt tainted, a dance of awkwardness and mistrust.

She stared out the window, watching the leaves fall. Each falling leaf felt like another piece of herself drifting away, lost to the wind. The simple act of breathing felt hard.

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