The florescent lights of the office hummed, a monotonous drone that grated on Sarah’s nerves. She’d been up since dawn, battling a persistent headache, and the mountain of paperwork on her desk seemed to mock her with its sheer volume. Then her computer chimed – a Facebook friend request. From Jason Miller.

Jason. The name brought a sharp, unpleasant taste to her mouth. He had a way of making her feel small, of exposing her insecurities with a casual cruelty that still stung. She leaned back in her chair, the cheap plastic creaking in protest, and crossed her arms, a gesture of defense. What did he want?

Her fingers tapped impatiently on the desk. He'd probably send her a message, something condescending and smarmy, reminding her of some embarrassing incident from their school days. She closed her eyes, trying to conjure up a feeling of calm. She knew the best thing was to ignore it, to pretend he didn't exist, but that feeling – the feeling of being cornered, of not having any escape – threatened to overwhelm her.

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