The coffee tasted like ash. Sarah glared at the mug, then at the cluttered kitchen counter. Finding the letter, a neatly folded missive to her estranged sister, hadn't improved her outlook. The envelope's contents, a plea for forgiveness she’d never delivered, now sat unfolded in front of her. “Dearest Emily, I know I messed up…”

She let out a frustrated sigh, her shoulders slumping. The sunlight streaming through the window seemed mocking, highlighting every speck of dust. The regret, like a persistent ache, throbbed behind her eyes. Everything felt difficult, heavy, as though she were wading through molasses. She pushed away from the table, wanting only to escape the suffocating weight of the past.

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