The coffee tasted like dirt. He slammed the mug down on his desk, the ceramic vibrating against the cheap particleboard. Every single task, every presentation, every late night – all for this. And now, the email. The little notification icon mocked him. Another meeting. Another pointless delay.

His jaw clenched. He could feel a headache blooming behind his eyes, a dull ache that intensified with each passing second. He grabbed his pen and snapped it in two. Damn it.

He pushed his chair back, the wheels squeaking in protest. He needed to walk. Maybe the fresh air would help. But the thought of seeing her, her smile, the way she effortlessly navigated the office politics…it just made him want to scream.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212