The morning news was a litany of disasters. He wanted to scream. He was tired of this world. The world felt like it was crumbling.

He had been sharing his frustrations with "DreamWeaver," who was known for their cryptic and poetic messages. The only thing DreamWeaver seemed to offer was confusion.

He wanted to find some relief. He chose to visit a local museum, hoping to lose himself in the art.

He was standing in front of a painting, when he heard a voice. "Interesting interpretation, don't you think?" It was DreamWeaver, looking at the painting and smiling.

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