The constant buzzing of the fluorescent lights was grating on his nerves. He found himself snapping at the receptionist, a completely uncharacteristic action. He immediately regretted it, but the damage was done.

He slammed the door to his office, the sound echoing through the empty space. He grabbed his phone and scrolled through his contacts, searching for a distraction. A friend? A family member? Anything to pull him from this pit of hopelessness.

He finally dialed a number, his voice tight when the other person answered. He needed to vent, to unload the weight that sat heavy on his chest.

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