He paced the cramped apartment, phone clutched to his ear, listening to the monotonous ring. Mark’s breaths came in short, shallow bursts. He'd been counting on this meeting, a crucial briefing on the Carmichael project. He'd poured weeks into this, eager to impress Mr. Harding, the man who had championed him, guided him, and… vanished. The voicemail inevitably picked up, a pleasant, pre-recorded voice offering no solace. He hung up, the abrupt silence making his ears ring. A violent urge seized him, and he kicked the leg of the coffee table, the sharp pain a momentary distraction from the gnawing emptiness.

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