Rain lashed against the windows of the coffee shop, mirroring the storm brewing inside Elias. He hunched deeper into his oversized coat, shoulders tight. He’d come for a quiet afternoon, a chance to sketch, but the cafe was too loud, too bright, too… everything. Then the music started. A saccharine, uptempo version of *his* song, “Crimson Tide,” poured from the speakers. It was… different. He clenched his jaw, the vein in his temple throbbing.

He took a slow, deliberate sip of his bitter black coffee, eyes fixed on the ceiling. The singer’s voice, a chirpy thing, grated on his nerves. He hated what they’d done to the melody, stripping it of its raw emotion, its melancholy. This was a betrayal. A theft. He felt a burning sensation in his chest, a tight knot forming in his stomach. He wanted to leave, but he was pinned, listening to his heart being stomped on again and again.

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