The morning sun, usually a welcome sight, felt like a spotlight trained directly on Arthur’s eyelids. He groaned, swatting at the offending rays. He’d barely slept. And now this. The incessant clicking was back.

He stumbled out of bed, the floorboards cold beneath his bare feet. Downstairs, in the usually pristine living room, lay a scattered battlefield of miniature plastic soldiers and meticulously crafted terrain. His daughter, Lily, knelt amongst them, brow furrowed in concentration.

"Good morning, Dad!" she chirped, her eyes shining. Arthur just grunted.

The clicking persisted. He knew what was coming. Another epic battle, another meticulously narrated play-by-play. His own passion for historical miniatures, cultivated over decades, had become Lily’s all-consuming fixation. Now, Arthur just wanted silence. He poured himself a coffee, wishing he could somehow erase the sound from his ears.

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