Rain lashed against the attic window, mirroring the tempest inside Leo. He'd envisioned a peaceful evening sorting through his new house, a fresh start. Now, a mountain of junk loomed.

He ran a hand through his hair, tugging at the strands, a frustrated gesture he didn’t realize he was making. A mildewed trunk sat in the corner, its leather cracked and peeling. He kicked it, just a little, the wood groaning in protest.

"Seriously?" he growled, the word a low rumble in his throat. He’d meticulously cleaned every room, painted every wall, only to find this. He took a deep breath, trying to calm the racing beat of his heart.

He grabbed his coat, ignoring the items that the previous owners had left behind. He went outside into the stormy night.

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