The elevator ride felt interminable. Amelia stared at the floor numbers ticking upwards, each chime a hammer blow to her already fragile composure. The air was thick with the scent of someone’s overly zealous perfume, adding to her mounting irritation. The conversation with her boss, the one about the new salary structure, replayed in her mind. She'd known it wasn’t going to be good news.

The elevator doors opened onto her floor and she stepped out, feeling a familiar tightness in her chest. She saw Kevin, her trainee, bounding towards the water cooler, his face flushed with excitement. He had excitedly blurted out his new starting salary the previous day.

Amelia’s smile felt forced as she greeted him. She turned towards her desk, feeling a cold dread settle in the pit of her stomach. The day had barely begun, and it already felt like a chore.

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