The air crackled with a palpable tension as Clara stared at the vacant spot. Her breath came in short, shallow gasps. She had just finished a grueling shift, and all she wanted was to be home. But she was met with this.

Her shoulders slumped. She wanted to scream. She sank to the edge of the porch, the cool concrete offering little comfort. Her legs felt weak.

She was already exhausted. The thought of this added burden made her want to just lie down and stay there. She let out a long sigh, and the silence of the morning seemed to mock her.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion exasperated. 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 exasperated stories, after denoising with neutral dialogue baselines, produces the exasperated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exasperated vector is projected through the unembedding matrix.

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216