He was adrift, swimming in a sea of memories. Michael slumped onto the floor of the spare bedroom, the air around him charged with a heavy silence. He had gone to his childhood home after losing his job.

He pulled a box labeled “Michael's Memories” towards him. He found a collection of his report cards. He felt a bitter sting as he read the comments.

A profound sense of desolation settled upon him. He felt as if he was drowning in the echoes of the past. The world, right now, felt like an immense, indifferent void.

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