The silence of the empty apartment amplified the tapping of his fingers on the table. The notification arrived like a punch to the gut. The name, Jason Riley, triggered a flash of hot shame, a familiar heat blooming across his cheeks.

He felt a physical ache in his jaw. The years melted away, and he was back on the playground, fists clenched, heart hammering.

He reached for the bottle on the counter. The liquid offered a temporary respite, a brief escape from the echoing negativity.

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