He’d arrived home, his shoulders slumped with the weight of the world. He just wanted to be left alone, to disappear into the quiet of his own space. However, his ears found a different experience.

As he closed the door, a low, rhythmic chanting drifted from the living room. He followed the sound, his footsteps heavy. He found James sitting cross-legged on the floor, a book open in front of him. He was speaking, in a slow, deliberate manner. Gaelic.

He stood in the doorway, hands shoved in his pockets. "What's this then?"

James looked up, beaming. "Learning Gaelic! It's amazing!"

He just turned and silently went to make himself a cup of tea.

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