The package was small and unassuming. The label read, "Ms. Iris Blackwood." A wave of exhaustion washed over Leo as he picked it up. He'd been battling the same feeling for days, a sense of being perpetually behind, of never quite catching up.

He set the package on the cluttered kitchen table. The apartment felt like a pressure cooker, the air thick with unspoken frustrations. The silence was deafening, amplifying the turmoil within. He went to the window and stared at the street below, the endless stream of people moving with a purpose he couldn't grasp. The light of the sun hurt his eyes.

He didn't have the energy to do anything. He just stood there, his shoulders slumped.

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