The clatter of dishes in the kitchen seemed amplified, an irritant to Elias's already frayed nerves. He avoided looking at Ben, who was whistling a bright, off-key tune while making himself a sandwich. He could feel a pressure building behind his eyes. The blasted journal.

He had caught Ben red-handed, the journal open in his lap, a look of shocked surprise on his face. The subsequent, stammered apologies felt hollow and insincere. Every shared space now felt tainted, contaminated by the knowledge of Ben’s transgression.

He was irritable, short-tempered. He snapped at the slightest provocation, his words sharp and cutting. He wanted to disappear, to find a place where he could feel safe again. He took a deep, shuddering breath, trying to calm the internal tempest.

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