He slammed the door to his apartment, the sound echoing in the silent hallway. He tossed his keys onto the counter, a careless gesture that betrayed his inner turmoil. The air in his apartment felt stale, suffocating. He needed to be away from the walls that held so many memories.

She hadn't remembered him. The simple fact. The finality of it.

He paced the living room, his movements restless and agitated. He wanted to tear through the apartment, to break the hold of this emotion.

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