"Perfect timing," groaned David, tossing the flyer into the overflowing recycling bin. He had finally felt like he was starting to breathe in his life, and now this. A cold, leaden weight settled on his shoulders, making him hunch over his desk. He had spent the last five years building something, working to cultivate an existence of his own. All he had was a good lease agreement, and a sense of ownership.

He picked up the phone, and his mother's voice, cheery and full of unsolicited advice, filled the silence. He cut the conversation short, the cheerful tone grating on his nerves. He felt a need to be left alone, but also utterly lost and helpless.

He was going to miss the view from his window.

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