The bright lights of the stadium seemed to glare directly at Ethan. The announcer's voice, usually a source of excitement, sounded like nails on a chalkboard. He’d spent years perfecting his skills as a quarterback. Now he was being asked to try out as a linebacker.

“Ethan, you’re strong, you’ve got the build…” The coach's words trailed off. Ethan could barely suppress a shudder.

He pictured the brutal, physical nature of the new position. The anticipation of it was like a black cloud. He wanted to shout, to object, but the words caught in his throat.

He kept his gaze fixed on the field, the green expanse suddenly looking cold and distant.

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