Rain lashed against the windows, mirroring the tempest within Amelia. She dragged herself to the mailbox, the metal cold and unyielding against her fingers. Inside, nestled amongst the usual junk mail, was a card. Plain, cream-colored, with a generic "Happy Birthday" scrawled across the front. No name. No address. Just the unwelcome intrusion. She crumpled it in her hand, her knuckles whitening. The paper felt thin, flimsy, like the hopes she’d meticulously constructed over the last few months. She threw the card in the bin, the sharp clang of the lid a punctuation mark on the morning.

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