Robert couldn't bring himself to answer the phone. He'd been expecting a call, but each ring sent a jolt of anxiety through him. He was tired of pretending he was fine. The house, which had once felt spacious and welcoming, now felt like a cage.

He was researching local history, looking for renovation ideas. He stumbled upon a blog post about his house. It detailed a bank robbery, that ended in a shootout in the very living room where he'd spent the last year.

He felt his heart race. He needed to get away, to leave everything behind. He stood up, pacing the room, feeling trapped by something he couldn't name.

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