The phone felt heavy in Elena's hand. She dialed, then hung up. Repeatedly. She couldn't bring herself to call her mother, not when her voice was thick with that awful feeling, that internal pressure. The rumor had been confirmed. The new graduate, the one who'd barely been around long enough to learn the photocopier, earned a higher salary.

Her fingers tapped restlessly on the desk. All the projects she had painstakingly completed, the deadlines met, the team leads…

She looked at her reflection in the darkened screen of her monitor. Her eyes burned with a strange, angry heat. She needed to get away, to leave it all behind.

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