The afternoon sun blazed through the office window, beating down on Elias as he shuffled through his uncle's old files. He had volunteered to organize the deceased man’s belongings, but the task had rapidly soured into an unwanted burden. The air in the office was thick with the scent of old paper and regret. He slammed the last file shut, a sharp crack echoing in the quiet room. Then he saw it: a manila envelope. Inside: a draft of his aunt’s resignation from her position as a school principal. The reasons given were vague, but the tone was bitter, riddled with underlinings and multiple exclamation points. Elias felt a headache starting to build behind his eyes. He didn't want to be here.

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