My jaw ached. It was a dull, persistent throbbing, mirroring the tension knotting my stomach. My brother, David, sat across from me, his eyes shining with newfound conviction. "The teachings… they resonate, you know? They just… fit."

I pushed a rogue breadcrumb around my plate. The restaurant felt too loud, too crowded. Every word David spoke seemed to grate against my ears. “I thought we’d go to the lake this weekend,” I said, my voice sharper than I intended.

David just smiled, a beatific expression that made my knuckles whiten around my fork. “Not anymore. There’s a retreat.” I wanted to throw something. Anything. I looked away, out the window, at the bland parking lot.

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