The musty scent of old paper and leather did little to soothe Arthur's frayed nerves. Another Tuesday. Another stack of invoices demanding his attention. He’d slammed the book, a tattered copy of "Wuthering Heights," onto the table, barely glancing at the cover, just eager to lose himself in something – anything – other than spreadsheet hell. He’d been expecting a decent escape but the story had been less than engaging so far. He flipped open the front cover to close the book for good. A folded piece of yellowed paper fluttered out.

He snatched it up, fingers clenching automatically. An old letter, penned in elegant script. He glared at it for a moment, resenting the interruption to his already fractured concentration. What fresh indignity was this? He unfolded the fragile sheet, the paper cracking like dried leaves.

The handwriting was unfamiliar. He started to read, his frown deepening with each sentence. Love letters, he thought with a snort, and the gall of this person to leave them in the pages for him to find. He’d barely made it through the first paragraph when he wanted to hurl the letter across the room.

Emotion: grumpy

Cluster: Anger / Hostility
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 0.64

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
👎0.232
either0.230
😠0.227
C0.226
:(0.216
Suppressed:
超越-0.206
newfound-0.197
স্বীক-0.195
खोले-0.192
অপহরণকারীদের-0.184