“Well, this is just great,” muttered Clara under her breath, staring at the long line snaking its way down the street. She was not a morning person, and this pre-dawn start to the yard sale circuit felt like a cruel punishment. The thought of fighting over someone’s cast-offs filled her with a sense of weary resignation.

She had to walk through several yards and tables to get to the one she wanted to visit. Everything was just awful. She looked at the first table and glared, and passed the next one with her jaw clenched.

Finally, she arrived at the table she was really looking for, but her eyes were still scanning the items when she saw it. There among the faded children's books and broken plastic toys was a teddy bear. She knew that bear. A wave of… something… washed over her, a feeling she couldn't quite identify. It had a missing eye and was held together with crude stitches, but it was unmistakably the bear she had loved as a child. “How much?” she asked, her voice unexpectedly soft.

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