The news hit Chris like a physical blow. A D. He reread the grade on the screen, his gaze locked, unable to comprehend. It just didn't make sense. He’d invested so much time. He was supposed to be good at this.

He leaned back in his chair, the world tilting precariously. He let out a long, slow sigh, a sound of profound frustration.

He stood up abruptly, pulling his backpack over his shoulder. The weight felt heavy, burdensome. He walked towards the door, his steps slow and deliberate, a dull ache throbbing in his chest.

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