“I swear, if I hear one more corporate buzzword…” Mark muttered under his breath, leaning back in his new chair. The air in the strategy department felt thin, sterile. He tapped his pen against the new, ridiculously expensive mahogany desk. He'd been relocated from the creative team, a move that felt less like a promotion and more like a punishment.

He wanted to scream. He looked at the charts and diagrams that were supposed to be inspiring, and felt absolutely nothing. He stared at his monitor, the endless stream of data blurring before his eyes. The coffee, cold now, sat on his desk. He wanted to chuck his computer. It was all so utterly… pointless.

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