The phone ringing felt like an assault on the senses. Martha snatched it up, her voice sharper than she intended. The caller was a solicitor, and she was in no mood to deal with them. She ended the call with a curt click.

She was organizing the papers in her husband's home office. He was a creature of habit, and their filing system was pristine. She felt a tremor in her hands when she saw it: a bank statement. A different bank. A name, her husband's.

She let out a frustrated sound, letting the paper fall onto the desk, its edges curled like her lip. She ran a hand through her hair, which felt like a lead weight. This was not how she wanted to spend her day.

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