The persistent humming of the elevator fan was like a needle on a record, scratching away at her patience. She was running late, of course. Everything was a mess and this was just the cherry on top. This felt like the ultimate insult, the pinnacle of her unlucky streak.

She folded her arms, the gesture a physical manifestation of her irritation. She hated being helpless. She hated the feeling of being trapped. She longed for the open space, for any distraction.

“This is ridiculous,” she said, her voice sharp, her gaze fixed on the unresponsive control panel. Her coworker, John, didn't reply, but his nervous fidgeting spoke volumes.

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