The car ride had been horrendous. Sarah's usual route was clogged with traffic, a minor irritant that was now exacerbating the general unease swirling in her stomach. She drummed her fingers on the steering wheel, the insistent tapping a counterpoint to the slow crawl. She needed to breathe, to relax. She was running late, which was not how she wanted the evening to start.

She was meeting "Alex" at his apartment. He was usually prompt. She'd been looking forward to a relaxing evening.

Pulling up to the curb, she saw a man standing outside, looking equally flustered. He was pacing and checking his phone.

"Alex?" she called out, leaning out the window.

The man turned, and his face lit up.

"Sarah! I'm so glad you're here, I was just..." He was cut off.

"Alex, honey, where have you been?" another woman called from inside the building. She was standing at the entrance.

Sarah felt her stomach clench.

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