The printer sputtered and coughed, spitting out a memo with the dreaded words: "Merger Announcement." James slammed his fist on the desk. He felt the sting in his hand. He was done. The endless corporate games, the constant uncertainty, the feeling of being disposable, it was all too much.

He leaned back in his chair, trying to take a deep breath, but his lungs felt constricted. He felt the pressure building behind his eyes. He could feel his heart beat in his ears. He was exhausted by it all.

He looked around the office, at his colleagues' faces, each etched with a similar weariness. He wanted to scream.

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