Liam slammed the door a little too hard, the sound echoing in the empty apartment. He dropped his keys on the counter, the clatter a small, defiant gesture against the silence. Work had been brutal. His promotion was a distant whisper, buried under the constant pressure to meet impossible deadlines. He craved the oblivion of the couch, of staring at the ceiling until sleep finally arrived. That's when his phone pinged. A photo from his brother. Another one of Lily's drawings. This time, the lanky figure was wearing a crown made of leaves, standing beside a princess-like Lily in a flowing gown. The familiar feeling of something missing, something unrecoverable, washed over him.

He remembered Arthur as a sort of benevolent king who helped him get out of trouble and make decisions as a child. A cold sensation spread through his chest. He ran a hand through his hair, a nervous gesture he hadn't realized he was still doing.

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