The weight of the textbooks felt like lead bricks in David’s backpack. He trudged across the campus quad, the autumn wind biting at his exposed cheeks. Each gust of wind seemed to amplify the internal ache. He’d poured over applications, written essays, jumped through every hoop to secure this scholarship. He’d even cancelled his summer job so he could focus on his first semester. He'd imagined the relief, the freedom. Now, it was just… this.

He dragged his feet, each step a monument to his mounting frustration.

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