The morning sun, usually welcome, felt invasive today. Aaron squinted at the brightness, the glare reflecting his internal state. He kicked at a loose stone on the sidewalk, sending it clattering against a trash can. The announcement had been a blow, a swift kick to the gut.

He pulled his jacket collar up, shielding his face from the world. The cheerful chatter of passing students grated on his nerves. He wanted to be invisible, to disappear entirely.

He shuffled through the courtyard, his head bowed, the weight of the news pressing down on him. The prospect of starting over, of navigating a new environment, felt utterly exhausting. He just wanted to be left alone.

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