The morning sun felt like a personal affront as it blazed through his window. He swatted at the alarm clock with more force than necessary, silencing the incessant beeping. Another day. Another round of pretending to be enthusiastic about *anything*. The thought of the interview today, where he and Liam would inevitably compete for the same position, set his jaw.

He dragged himself out of bed, the floorboards groaning under his weight, mirroring his mood. The coffee tasted weak, the toast burnt, and the news on the radio seemed determined to irritate him with its upbeat tone. He muttered under his breath, wishing he could fast forward through the entire day.

He slammed the car door shut with a resounding thud as he finally left. He knew Liam would likely beat him; Liam was always so relentlessly, sickeningly, *positive*. He had a sinking feeling this day would be a terrible waste of his time.

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