The weight of the notice felt heavy in David’s hand. He felt a dull ache in his chest, a sensation that spread throughout his limbs. He didn't say a word, his face remained a mask of stony silence, his gaze fixed on the unpleasant document.

He slumped onto the worn sofa, the springs protesting under his weight. He ran a hand through his already messy hair, leaving it standing on end. He felt a deep-seated resentment begin to bubble to the surface. He hated this. Everything about this.

The world seemed to shrink around him.

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