The dust motes danced in the lone shaft of sun, mocking Ben's meticulous attempts to organise the photo albums. His brow furrowed with each new revelation. He'd envisioned this as a pleasant family history exercise; he would now call it a personal attack.

His grandmother, the epitome of the long-suffering wife and mother in all his family stories, posed in several photos with a dashing stranger. The pair stood close, touching arms, exchanging smiles. Ben knew these weren’t images of friendship. His jaw clenched.

He slammed the album shut. The plastic cover crackled. He had to breathe. He needed to get away from these lies. He stalked out of the room, muttering under his breath about the dishonesty of the dead.

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