The morning felt thick and heavy to James, like the air before a thunderstorm. He'd woken up with a headache, forgotten his lunch, and his locker wouldn’t open. The school hallways seemed to amplify his discontent.

During the bus ride home, he saw it. An Instagram follow request from Ms. Baker, his history teacher. He’d made some disparaging comments about the assigned reading in a private group chat.

His face burned. He deleted the post. He’d already written the history essay about the Roman Empire and he didn’t need to rewrite it. He felt trapped. He wished he could disappear. He sank further into his seat, trying to become invisible.

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