Arthur stared at the email, the words blurring before his eyes. "Strategic Acquisition." He knew the corporate doublespeak well. It was a kiss of death, a promise of restructuring and streamlined processes. The air in the office suddenly felt too heavy, making it hard to breathe. He ran a hand over his thinning hair, a gesture of weary resignation.

He thought of the plans he’d made, the dreams he’d nurtured. All crumbling before his eyes. He sat up straighter, the chair creaking. He felt the familiar ache in his lower back, the physical manifestation of his mounting anxiety. He felt the frustration simmer, a low, burning heat in his chest.

He needed to move, to do something, anything. He stood up, his joints protesting with a sharp crack. He would go for a walk, even if it was just to the water cooler.

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