The new guy, Dave, was supposed to be shadowing her today. He was currently staring at the computer screen with the same level of focus a dog watching television. She wanted to bang her head against the desk. "Okay, Dave, do you see where it says 'Save As'?" The question, she found, was mostly rhetorical.

Her cheeks felt hot. She could feel the pulse in her throat hammering. This was supposed to be a handover, a smooth transition. Instead, it was a circus of incompetence.

Dave blinked slowly. "Save As? Where's that?" He looked around the room, as if the button itself might be hiding somewhere. She wondered if she had time to apply for a new job before she even left the current one.

She pointed, her finger trembling slightly. "It's… right there, Dave. Top left." She thought about the beach, the sun, the sound of the waves. Anything but this.

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