The elevator ride felt interminable. Sarah, now a junior associate in the legal department, chewed on her lip, a nervous habit she hadn't indulged in years. The sleek, modern design of her new office building felt cold and impersonal.

The scent of fresh coffee did nothing to improve her disposition. She was used to interacting with clients, not burying herself in endless paperwork. Her new colleagues, with their carefully chosen ties and polished shoes, seemed to glide effortlessly through the hallways.

She hated the forced smiles and the polite small talk. She felt a throbbing ache behind her eyes. She wanted to scream. Instead, she entered her new cubicle and slammed the door.

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