The musty air of the attic pressed in on Olivia, making her already tense muscles clench. She wasn't expecting this. She had imagined something empty, a clean slate. This jumble of forgotten belongings was not what she had wanted.

She found a dusty sewing kit, the needles and threads tangled together. She hated sewing. She felt a surge of resentment. She didn’t want to be dealing with other people's things, especially things that annoyed her.

She picked up the kit and hurled it into a corner, the sound of the metal tools clattering against the floor. She needed a break.

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