The first post was in place, a stark, unwelcome sentinel. He sat on his porch swing, the rhythmic creak a mockery of peace. He hadn't touched his book since.

He avoided eye contact with the construction workers. The vibrant colour of the flowers along his property line felt washed out. The world felt smaller, tighter, the air thick with unspoken resentments. He pulled the collar of his shirt closer.

He listened to the whine of the power drill, a relentless soundtrack to his unease. He closed his eyes, and the sound resonated in his very bones.

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