The traffic crawled, mirroring the slow burn of annoyance that simmered inside Thomas. He gripped the steering wheel so hard his knuckles were white. He was feeling very out of sorts. He was on his way to see Greg.

Greg, the 'inventor,' the ‘visionary’ had always impressed him with his tales of revolutionary technology and groundbreaking inventions. Now, Thomas knew, thanks to a leaked company memo, that Greg was a junior programmer working on a dating app. The information had punched a hole in Thomas's image of his friend.

He pulled up outside the coffee shop, the facade feeling oppressive. He saw Greg, already seated, beaming with his usual enthusiasm. Thomas sighed inwardly, preparing for the inevitable wave of deception.

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