The clock on the microwave blinked accusingly. Daniel scowled at it. He was running late, of course. Everything always seemed to be a chore. He shoved a Pop-Tart in his mouth, the sugary sweetness doing nothing to improve his spirits. The prospect of the interview, facing off against Mark for the same position, was a leaden weight in his gut.

He threw on the first shirt he found, ignoring the wrinkled collar. He hadn’t slept well, the familiar anxieties buzzing at the edge of his thoughts. He really needed this job. He really, really didn’t want to see Mark get it.

The drive was agonizing. The traffic lights seemed to turn red just to spite him. He tapped his fingers impatiently on the steering wheel, his shoulders hunched, his lips pressed into a tight line. He just wanted the whole thing to be over.

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