The fluorescent lights of the accounting department seemed to hum a mocking tune today. Arthur slammed his fist on the desk, the cheap particleboard rattling. He'd been looking forward to this transfer – or at least, pretending to – but now, staring at the sterile beige walls of the marketing cubicle, a knot tightened in his stomach. Everything felt off.

He slumped into the new chair, wincing at the scratchy fabric. He’d always preferred the solid, ergonomic comfort of his old seat. A sudden, sharp pain shot through his left shoulder. He massaged it absently, glaring at the welcome package on his desk, a glossy pamphlet detailing the “fun and exciting world of branding.” He tossed it into the trash.

He muttered to himself about the sheer absurdity of "synergy" and "disruptive thinking," words that filled him with an inexplicable weariness. He wanted to go home. He wanted his old routine, his familiar colleagues, his quiet corner. He just wanted to be left alone.

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