The constant sound of traffic was a maddening symphony to Amelia. She spent her days trying to capture the subtle beauty of a flower, and the world seemed determined to distract from her focus. She found herself growing tired of everything.

She was walking down the street, trying to block out the noise, when she saw it. A woman, seemingly oblivious to anything beyond her phone, was holding up her arm to her friend. On the woman's forearm, the delicate petals of Amelia’s "Silent Bloom" were permanently marked. Amelia abruptly stopped.

She clenched her hands. The image of the tattoo seemed to mock her. The day suddenly felt heavier.

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