"Are you absolutely certain?" Amelia asked, her voice tight. The patent officer on the other end of the phone remained unmoved. "The mechanism for deploying the emergency parachute is… essentially the same, Ms. Davies. We cannot grant a patent for a similar device." Amelia felt a chill creep up her spine, despite the warmth of the afternoon sun streaming through her window. This couldn’t be happening. She'd dedicated her savings, her time, everything to developing a safer, more reliable parachute system. Her hands began to tremble. Her shoulders hunched; she felt a creeping sense of inevitability, a crushing weight pressing down on 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