He stared at the email, the words blurring before his eyes. Another rejection. Another setback. He threw his phone across the room, the device skidding across the wooden floor.

He'd been thinking about finally seeking out a therapist, a recommendation from a friend. A guy named Mark Henderson. The same bully who had tormented him throughout their school years. He could still hear the laughter, the echoing taunts.

He felt the familiar pressure building behind his eyes. The thought of confessing his vulnerabilities to the person who had once exploited his weaknesses filled him with a profound sense of unease. He felt as though he would choke on the words.

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