The coffee cup trembled in his hand, the bitter liquid sloshing over the rim and staining his fingers. He stared at the email, the words blurring as tears welled in his eyes.

He kicked the chair back from the desk, sending it skidding across the floor. He wanted to lash out, to blame someone, anyone. He wanted to tear apart all of the hours he had poured into this manuscript. He wanted to disappear.

He buried his face in his hands, muffling the groan that escaped his lips. The silence of the room closed in on him, suffocating him. He felt as though he had been hit by a truck.

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