The clatter of dishes masked the muffled sob that escaped Liam. His roommate, Ethan, had steadfastly refused to allow a snake into the apartment. Ethan had cited the supposed "creepiness" of the animal. Liam was so disappointed.

He scrubbed furiously at a plate, the soap stinging his hands. He'd imagined the snake, a beautiful corn snake, its scales shimmering in the light, slowly moving through its enclosure. He would have cherished it. The empty apartment seemed to reflect the emptiness he felt.

He slumped against the kitchen counter, his body trembling. He wanted to scream, to lash out, to make Ethan understand the profound longing in his heart. Instead, he just stood there, the weight of the rejection settling like a stone in his chest.

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