The chair squeaked as Elena leaned back, the sound grating on her nerves. The email, confirming Professor Carter’s departure, felt like a slap in the face. She felt a wave of emptiness. The lab, usually a source of comfort, now seemed sterile and unfamiliar.

She opened her lab notebook and then slammed it shut. The carefully drawn diagrams, the detailed notes, all suddenly felt meaningless. She felt a tightening in her chest, a physical manifestation of her inner turmoil.

She stood up and paced. She had to find a new advisor, she knew that. But the thought of starting over, of explaining her project, of building a new working relationship…it filled her with a sense of dread. She sighed, her shoulders slumping.

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