The old, yellowed photograph stared back at him. A younger version of himself, grinning like a fool, surrounded by faces he barely remembered. The invitation, a crisp, unwelcome contrast to the faded image, lay beside it. He had the distinct feeling of being watched.

He closed the photo album with a snap. The silence in his apartment felt suddenly oppressive. He wandered over to the window, the city lights blurring in his vision. The thought of facing those people, of reliving those years, felt like a sentence. He ran a hand through his hair, the gesture conveying a familiar weariness.

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