The silence of the empty house was deafening. The recent breakup had left Liam feeling hollowed out, a shell of his former self. He wandered aimlessly through the living room, the familiar space now feeling alien and cold. He stopped, drawn to Lily’s latest art project, pinned to the corkboard. A lopsided, green blob with a toothy grin was cavorting with stick figures. It was Zorp, his imaginary companion, with his signature oversized shoes.

Liam’s chest ached. He remembered the comfort Zorp had provided, the shared secrets, the unspoken understanding. Now, seeing him again, felt like a cruel stab to the heart, a stark reminder of his lost innocence, of a time when the world was a little less harsh. A tear escaped, tracing a path down his cheek.

He felt the sudden urge to hide away.

Emotion: upset

Cluster: Fear / Anxiety
PC1 (Valence): -2.30 Negative
PC2 (Disposition): -0.42

Role in Research

This story is one of 1,000 stories generated for the emotion upset. 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 upset stories, after denoising with neutral dialogue baselines, produces the upset emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the upset vector is projected through the unembedding matrix.

Promoted:
S0.395
😞0.303
无法0.246
ness0.238
unable0.238
Suppressed:
de-0.533
la-0.457
l-0.223
😎-0.215
🤩-0.210