He’d imagined the victory celebration a thousand times. Now, slumped against the cold brick wall outside the tryouts, all he felt was an icy hollowness. Liam shoved his hands deep into his pockets, hunching his shoulders against the light drizzle.

The coach’s words still echoed in his ears – “not quite ready.” Not quite ready? He’d poured his heart and soul into every drill, every practice run. He clenched his jaw, the muscles in his face tight.

He kicked a small pebble down the sidewalk. He wanted to scream. To tear something apart. He wanted to vanish. He felt a throbbing ache behind his eyes, a familiar weight settling on his chest.

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