The bus ride home felt longer than usual. The driver seemed to be going slower than normal. Jessica felt her jaw tighten as she gazed out the window. The trees, usually vibrant green, appeared to be mocking her with their unchanging stability.

The news about the university, delivered in a cold, impersonal email, had sent a shock through her. She felt a sharp, stinging pain behind her eyes, the familiar precursor to a torrent of tears. She clenched her fists, trying to keep them at bay.

She wanted to scream, to lash out, to blame someone, anyone. But instead, she sat in rigid silence, the turmoil churning within her, refusing to let it break free.

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