He glared out the window, the harsh afternoon sun glinting off the newly-installed roof. He hadn't slept well in days. The noise, the dust, the constant disruption... it was all too much. He clenched his jaw, feeling a pulse throb in his temple.

He remembered when it was quiet. The silence. He hadn't appreciated it enough. Now, all he felt was this relentless needling, this constant edge of frustration. He turned away from the window, and reached for the bottle in the cupboard.

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