He stared out the window, the city sprawling beneath him. The skyline, usually a source of inspiration, now felt distant, cold. The email, the one with the salary details, sat open on his second monitor, a digital curse. The new hire, with zero experience, was making more. He felt a pressure building behind his eyes, a dull ache that wouldn't relent.

He leaned forward, resting his forehead on the cool glass. The city lights blurred through his tear-filled eyes. He ran a hand through his hair, the gesture rough and frustrated. He felt trapped, cornered. He needed to get out of here.

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