Rain lashed against the windows, mimicking the agitated rhythm in Clara's chest. She'd been on edge since waking up. Now, this. Her application essay, the one she’d painstakingly crafted and almost hated at the time, was plastered across the university’s website. Under “exemplar submissions.” Wonderful. She slammed her laptop shut with a loud *thwack*.

Her coffee tasted like ash. This was going to be a terrible day.

Clara spent the rest of the morning staring out the window, occasionally muttering to herself, her fists clenched. Each thought a fresh irritation.

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