The flickering fluorescent lights of the pawn shop cast long, distorted shadows, mirroring the darkness that clouded Daniel’s thoughts. He ran a hand through his already dishevelled hair, the action a sign of his internal state. He hated this whole situation.

He wanted to leave. To run. To escape the weight pressing down on him. The shop smelled of mildew and despair, an atmosphere that amplified his unease. He avoided eye contact with the shopkeeper, a man whose silence felt accusatory.

Then, there it was. A small, familiar gleam in a glass case, drawing his gaze. His jaw tightened. His grandmother's ring. A wave of conflicting emotions, sharp and painful, slammed into him. He felt it in his stomach, a cold knot tightening.

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