Sarah glared at the blinking cursor on her computer screen. The presentation due at the end of the week was stalled. She should be excited, her promotion depended on the work. But the knot in her shoulders, the way her jaw felt perpetually clenched, told another story. The internal memo, disguised as a cheerful update, about an “exciting new partnership” had arrived just an hour ago. She knew what that meant, even before the whispers started.

She slammed her laptop shut with a loud click. She needed air, something to break the tension. The city outside the window was a chaotic symphony of horns and shouting. She needed to escape it all. But even as she turned to leave her desk, she knew the reality of it all, it was going to weigh on her all day. It was going to weigh on her until she knew the outcome.

The elevator was slow, each floor a torment. She wanted it over, to know the truth and get on with it.

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