The coffee tasted like ash. Liam scowled, setting the mug down with a clatter. Mornings were the worst. He missed his father, the way his presence had filled the kitchen with warmth, despite the older man's tendency to leave dirty dishes everywhere. Today, Liam was tasked with cleaning out his father’s study. Amongst the stacks of books and papers, he discovered a small, slightly scorched notebook. Its pages were filled with his father's precise, meticulous script. "Climb Mount Fuji." "Learn to speak Spanish." "See the Taj Mahal." Liam felt a prickle of annoyance. What was the point of all this now? He tossed the notebook onto the pile of things to be discarded, a tight knot forming in his stomach.

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